Predicting NCAA Basketball Conference Winners: Who will hang their conference’s banner?
Brian Papiernik, Xavier Watts, George Cole
2023-11-08
Library
if (!requireNamespace('devtools', quietly = TRUE)){
install.packages('devtools')
}
devtools::install_github("andreweatherman/toRvik")## Skipping install of 'toRvik' from a github remote, the SHA1 (1ae3a672) has not changed since last install.
## Use `force = TRUE` to force installationLoading Libraries
All the libraries are used for the analysis of our predictive analytics project. The “toRvik” library is an R package that was able to scrap data from the barttorvik.com website.
library("toRvik")
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The bart_ratings function is used to extract the data from the website: https://barttorvik.com/trank-time-machine.php. Our group used the function to extract the data for years 2008 to 2023.
teamstats2023 <- bart_ratings(year = 2023)
teamstats2022 <- bart_ratings(year = 2022)
teamstats2021 <- bart_ratings(year = 2021)
teamstats2020 <- bart_ratings(year = 2020)
teamstats2019 <- bart_ratings(year = 2019)
teamstats2018 <- bart_ratings(year = 2018)
teamstats2017 <- bart_ratings(year = 2017)
teamstats2016 <- bart_ratings(year = 2016)
teamstats2015 <- bart_ratings(year = 2015)
teamstats2014 <- bart_ratings(year = 2014)
teamstats2013 <- bart_ratings(year = 2013)
teamstats2012 <- bart_ratings(year = 2012)
teamstats2011 <- bart_ratings(year = 2011)
teamstats2010 <- bart_ratings(year = 2010)
teamstats2009 <- bart_ratings(year = 2009)
teamstats2008 <- bart_ratings(year = 2008)Through data scrapping methods, our group was able to collect data from the website https://barttorvik.com/team-tables_each.php for the years 2008 to 2023. In the code below, our group is reading in the excel data.
bart_cbb <- read_excel("CBBdataBart.xlsx")Here we create a new dataframe “team.df2024” by appending the 2008 to 2023 team stats rows on top of one another.
team.df2024 <- rbind(teamstats2023, teamstats2008, teamstats2009, teamstats2010, teamstats2011, teamstats2012, teamstats2013, teamstats2014, teamstats2015, teamstats2016, teamstats2017, teamstats2018, teamstats2019, teamstats2020, teamstats2021, teamstats2022)In the code below, our group merges the two data frames “team.df2024” and “bart_cbb” on the two columns team and year.
team.df2024 <- merge(team.df2024, bart_cbb, by.x = c("team", "year"), by.y = c("Team", "Year"))In the code below, we filter the “team.df2024” by the Power 6 Conferences: Big Ten, Big 12, ACC, Big East, SEC, and Pac12/10.
team.df2024 <- team.df2024 %>%
filter(conf == "B10" |
conf == "B12" |
conf == "ACC" |
conf == "BE" |
conf == "SEC" |
conf == "P12" |
conf == "P10")After, in this code selection, our group creates a new column “conf_winner” for all the Conference Winners from 2008 to 2023. There were a total of 96 conference winners between 2008 and 2023 for the Power 6 Conferences. We created a binary variable. 1 = conference winner 0 = non a conference winner
team.df2024 <- team.df2024 %>%
mutate(conf_winner = ifelse(team == "Purdue" & year == 2023 |
team == "Kansas" & year == 2023 |
team == "Miami FL" & year == 2023 |
team == "Marquette" & year == 2023 |
team == "Alabama" & year == 2023 |
team == "UCLA" & year == 2023 |
team == "Wisconsin" & year == 2022 |
team == "Michigan" & year == 2021 |
team == "Maryland" & year == 2020 |
team == "Michigan St." & year == 2019 |
team == "Michigan St." & year == 2018 |
team == "Purdue" & year == 2017 |
team == "Indiana" & year == 2016 |
team == "Wisconsin" & year == 2015 |
team == "Michigan" & year == 2014 |
team == "Indiana" & year == 2013 |
team == "Ohio St." & year == 2012 |
team == "Ohio St." & year == 2011 |
team == "Ohio St." & year == 2010 |
team == "Michigan St." & year == 2009 |
team == "Wisconsin" & year == 2008 |
team == "Kansas" & year == 2022 |
team == "Baylor" & year == 2021 |
team == "Kansas" & year == 2020 |
team == "Texas Tech" & year == 2019 |
team == "Kansas" & year == 2018 |
team == "Kansas" & year == 2017 |
team == "Kansas" & year == 2016 |
team == "Kansas" & year == 2015 |
team == "Kansas" & year == 2014 |
team == "Kansas St." & year == 2013 |
team == "Kansas" & year == 2012 |
team == "Kansas" & year == 2011 |
team == "Kansas" & year == 2010 |
team == "Kansas" & year == 2009 |
team == "Texas" & year == 2008 |
team == "Duke" & year == 2022 |
team == "Virginia" & year == 2021 |
team == "Florida St." & year == 2020 |
team == "Virginia" & year == 2019 |
team == "Virginia" & year == 2018 |
team == "North Carolina" & year == 2017 |
team == "North Carolina" & year == 2016 |
team == "Virginia" & year == 2015 |
team == "Virginia" & year == 2014 |
team == "Miami FL" & year == 2013 |
team == "North Carolina" & year == 2012 |
team == "North Carolina" & year == 2011 |
team == "Duke" & year == 2010 |
team == "North Carolina" & year == 2009 |
team == "North Carolina" & year == 2008 |
team == "Providence" & year == 2022 |
team == "Villanova" & year == 2021 |
team == "Creighton" & year == 2020 |
team == "Villanova" & year == 2019 |
team == "Xavier" & year == 2018 |
team == "Villanova" & year == 2017 |
team == "Villanova" & year == 2016 |
team == "Villanova" & year == 2015 |
team == "Villanova" & year == 2014 |
team == "Louisville" & year == 2013 |
team == "Louisville" & year == 2012 |
team == "Pittsburgh" & year == 2011 |
team == "Syracuse" & year == 2010 |
team == "Louisville" & year == 2009 |
team == "Georgetown" & year == 2008 |
team == "Auburn" & year == 2022 |
team == "Alabama" & year == 2021 |
team == "Kentucky" & year == 2020 |
team == "LSU" & year == 2019 |
team == "Tennessee" & year == 2018 |
team == "Kentucky" & year == 2017 |
team == "Texas A&M" & year == 2016 |
team == "Kentucky" & year == 2015 |
team == "Florida" & year == 2014 |
team == "Florida" & year == 2013 |
team == "Kentucky" & year == 2012 |
team == "Florida" & year == 2011 |
team == "Kentucky" & year == 2010 |
team == "LSU" & year == 2009 |
team == "Tennessee" & year == 2008 |
team == "Arizona" & year == 2022 |
team == "Oregon" & year == 2021 |
team == "Oregon" & year == 2020 |
team == "Washington" & year == 2019 |
team == "Arizona" & year == 2018 |
team == "Oregon" & year == 2017 |
team == "Oregon" & year == 2016 |
team == "Arizona" & year == 2015 |
team == "Arizona" & year == 2014 |
team == "UCLA" & year == 2013 |
team == "Washington" & year == 2012 |
team == "Arizona" & year == 2011 |
team == "California" & year == 2010 |
team == "Washington" & year == 2009 |
team == "UCLA" & year == 2008, 1 , 0))Here is a description of all the columns that we selected in the code below.
team - team conf - conference that the team played in for that year year - corresponds to all the data for that team in a specific year conf_winner - conference winner barthag - Power Ranking (Chance of beating the average D1 team) barthag_rk - Barthag rank for specific year adj_o - Adjusted Offensive Efficiency adj_o_rk - Adjusted Offensive rank for specific year adj_d - Adjusted Defensive Efficiency adj_d_rk - Adjusted Defensive rank for specific year adj_t - Adjusted Tempo adj_t_rk - Adjusted Tempo rank for specific year wab - Wins Above Bubble nc_elite_sos - Non-conference elite strength of schedule (Quad 1) nc_fut_sos - Non-conference projected average Barthag rating of opponents. nc_cur_sos - Non-conference current average Barthag rating of opponents. ov_elite_sos - Overall elite strength of Schedule (Quad 1) ov_fut_sos - overall projected average Barthag rating of opponents. ov_cur_sos - overall current average Barthag rating of opponents eFG - Effective Field Goal % eFGD. - Defensive Effective Field Goal % FTRate - Free Throw Rate FTRateD - Defensive Free Throw Rate TOVper - Turnover Percentage TOVperD - Turnover Percentage Defense Orebper - Offensive Rebound Percentage OpORebper - Opponent Offensive Rebound Percentage RawT - Raw Tempo twoPper - 2 Point Percentage twoPperD - 2 Point Percentage Defense threePper - 3 Point Percentage threePperD - 3 Point Percentage Defense Blkper - Block Percentage Blkedper - Block Percentage Defense Astper - Assist Percentage OpAstper - Opponent Assist Percentage threePRate - Three Point Rate threePRateD - Three Point Rate Defense Adj.T - Adjusted Tempo Defense, AvgHgt - Average Height EffHgt - Effective Height Exp - Experience on the team Talent - Talent on the team based on recruiting rankings FTper - Free Throw Percentage Op.Ftper - Opponent Free Throw Percentage PPPOff - Offensive Points Per Possession PPPDef - Defensive Point per Possession EliteSOS - Elite Strength of Schedule (Quad 1)
team.df2024 <- team.df2024 %>%
select(team, year, conf, conf_winner, barthag, barthag_rk, adj_o, adj_o_rk, adj_d, adj_d_rk, adj_t, adj_t_rk, wab, nc_elite_sos, nc_fut_sos, nc_cur_sos, ov_elite_sos, ov_fut_sos, ov_cur_sos, eFG, eFGD., FTRate, FTRateD, TOVper, TOVperD, Orebper, OpORebper, RawT, twoPper, twoPperD, threePper, threePperD, Blkper, Blkedper, Astper, OpAstper, threePRate, threePRateD, Adj.T, AvgHgt, EffHgt, Exp, Talent, Ftper, Op.Ftper, PPPOff, PPPDef, EliteSOS )summary(team.df2024)## team year conf conf_winner
## Length:1192 Min. :2008 Length:1192 Min. :0.00000
## Class :character 1st Qu.:2012 Class :character 1st Qu.:0.00000
## Mode :character Median :2016 Mode :character Median :0.00000
## Mean :2016 Mean :0.08054
## 3rd Qu.:2020 3rd Qu.:0.00000
## Max. :2023 Max. :1.00000
## barthag barthag_rk adj_o adj_o_rk
## Min. :0.2027 Min. : 1.00 Min. : 88.65 Min. : 1.00
## 1st Qu.:0.7280 1st Qu.: 23.00 1st Qu.:106.07 1st Qu.: 24.00
## Median :0.8284 Median : 49.00 Median :110.08 Median : 55.50
## Mean :0.7931 Mean : 61.15 Mean :110.05 Mean : 75.41
## 3rd Qu.:0.8945 3rd Qu.: 85.00 3rd Qu.:114.05 3rd Qu.:107.00
## Max. :0.9842 Max. :295.00 Max. :129.06 Max. :329.00
## adj_d adj_d_rk adj_t adj_t_rk
## Min. : 83.98 Min. : 1.00 Min. :57.93 Min. : 1.0
## 1st Qu.: 93.27 1st Qu.: 26.75 1st Qu.:65.36 1st Qu.: 94.0
## Median : 96.19 Median : 58.00 Median :67.24 Median :177.5
## Mean : 96.14 Mean : 70.97 Mean :67.25 Mean :178.5
## 3rd Qu.: 99.09 3rd Qu.:103.00 3rd Qu.:69.28 3rd Qu.:265.0
## Max. :109.88 Max. :305.00 Max. :78.17 Max. :360.0
## wab nc_elite_sos nc_fut_sos nc_cur_sos
## Min. :-16.8243 Min. : 1.00 Min. :0.1130 Min. :0.1130
## 1st Qu.: -4.0252 1st Qu.:14.00 1st Qu.:0.4549 1st Qu.:0.4549
## Median : -0.2096 Median :18.00 Median :0.5044 Median :0.5048
## Mean : -0.3653 Mean :17.92 Mean :0.5045 Mean :0.5045
## 3rd Qu.: 3.3539 3rd Qu.:22.00 3rd Qu.:0.5608 3rd Qu.:0.5608
## Max. : 13.0890 Max. :35.00 Max. :0.7726 Max. :0.7726
## ov_elite_sos ov_fut_sos ov_cur_sos eFG
## Min. :17.00 Min. :0.5329 Min. :0.5329 Min. :41.70
## 1st Qu.:28.00 1st Qu.:0.6593 1st Qu.:0.6593 1st Qu.:48.60
## Median :31.00 Median :0.6895 Median :0.6895 Median :50.40
## Mean :30.42 Mean :0.6875 Mean :0.6875 Mean :50.52
## 3rd Qu.:33.00 3rd Qu.:0.7167 3rd Qu.:0.7167 3rd Qu.:52.30
## Max. :42.00 Max. :0.8359 Max. :0.8359 Max. :59.80
## eFGD. FTRate FTRateD TOVper
## Min. :39.60 Min. :19.60 Min. :19.10 Min. :12.40
## 1st Qu.:46.50 1st Qu.:31.48 1st Qu.:28.98 1st Qu.:17.00
## Median :48.10 Median :35.10 Median :32.60 Median :18.40
## Mean :48.23 Mean :35.31 Mean :32.92 Mean :18.39
## 3rd Qu.:49.90 3rd Qu.:38.70 3rd Qu.:36.50 3rd Qu.:19.70
## Max. :56.90 Max. :54.10 Max. :56.90 Max. :27.00
## TOVperD Orebper OpORebper RawT
## Min. :12.80 Min. :17.70 Min. :21.60 Min. :57.20
## 1st Qu.:17.50 1st Qu.:29.20 1st Qu.:28.10 1st Qu.:65.50
## Median :18.95 Median :31.90 Median :30.20 Median :67.60
## Mean :19.11 Mean :31.85 Mean :30.19 Mean :67.53
## 3rd Qu.:20.60 3rd Qu.:34.70 3rd Qu.:32.20 3rd Qu.:69.70
## Max. :28.00 Max. :43.60 Max. :40.30 Max. :78.00
## twoPper twoPperD threePper threePperD
## Min. :40.90 Min. :37.70 Min. :26.60 Min. :26.50
## 1st Qu.:47.80 1st Qu.:45.20 1st Qu.:32.67 1st Qu.:32.00
## Median :49.70 Median :47.10 Median :34.60 Median :33.40
## Mean :49.82 Mean :47.17 Mean :34.56 Mean :33.51
## 3rd Qu.:51.70 3rd Qu.:49.10 3rd Qu.:36.30 3rd Qu.:34.92
## Max. :59.20 Max. :56.90 Max. :43.40 Max. :40.80
## Blkper Blkedper Astper OpAstper
## Min. : 3.80 Min. : 4.100 Min. :37.30 Min. :39.40
## 1st Qu.: 8.80 1st Qu.: 8.075 1st Qu.:50.38 1st Qu.:48.77
## Median :10.50 Median : 9.100 Median :53.60 Median :52.00
## Mean :10.71 Mean : 9.185 Mean :53.81 Mean :52.27
## 3rd Qu.:12.50 3rd Qu.:10.100 3rd Qu.:57.02 3rd Qu.:55.40
## Max. :20.90 Max. :16.300 Max. :71.60 Max. :73.80
## threePRate threePRateD Adj.T AvgHgt EffHgt
## Min. :20.3 Min. :23.10 Min. :56.49 Min. :74.12 Min. :77.33
## 1st Qu.:31.0 1st Qu.:32.40 1st Qu.:64.51 1st Qu.:76.96 1st Qu.:80.05
## Median :34.4 Median :35.00 Median :66.48 Median :77.46 Median :80.59
## Mean :34.6 Mean :35.13 Mean :66.46 Mean :77.47 Mean :80.63
## 3rd Qu.:38.0 3rd Qu.:37.73 3rd Qu.:68.49 3rd Qu.:77.98 3rd Qu.:81.20
## Max. :53.5 Max. :50.30 Max. :77.31 Max. :80.10 Max. :83.44
## Exp Talent Ftper Op.Ftper
## Min. :0.189 Min. : 8.257 Min. :58.20 Min. :62.50
## 1st Qu.:1.349 1st Qu.:48.153 1st Qu.:68.10 1st Qu.:68.58
## Median :1.643 Median :59.741 Median :70.70 Median :70.20
## Mean :1.620 Mean :59.510 Mean :70.66 Mean :70.12
## 3rd Qu.:1.899 3rd Qu.:72.250 3rd Qu.:73.30 3rd Qu.:71.70
## Max. :2.733 Max. :95.962 Max. :83.00 Max. :77.60
## PPPOff PPPDef EliteSOS
## Min. :0.857 Min. :0.8440 Min. :17.50
## 1st Qu.:1.016 1st Qu.:0.9660 1st Qu.:27.35
## Median :1.056 Median :0.9980 Median :30.12
## Mean :1.055 Mean :0.9981 Mean :30.02
## 3rd Qu.:1.095 3rd Qu.:1.0303 3rd Qu.:32.93
## Max. :1.226 Max. :1.1630 Max. :42.46Visuals
#Correlation Bar Plot
correlation <- c(
cor(team.df2024$adj_d, team.df2024$conf_winner),
cor(team.df2024$adj_o, team.df2024$conf_winner),
cor(team.df2024$adj_t, team.df2024$conf_winner),
cor(team.df2024$barthag, team.df2024$conf_winner),
cor(team.df2024$eFG, team.df2024$conf_winner),
cor(team.df2024$eFGD., team.df2024$conf_winner),
cor(team.df2024$AvgHgt, team.df2024$conf_winner),
cor(team.df2024$Exp, team.df2024$conf_winner),
cor(team.df2024$Talent, team.df2024$conf_winner),
cor(team.df2024$PPPOff, team.df2024$conf_winner),
cor(team.df2024$PPPDef, team.df2024$conf_winner),
cor(team.df2024$threePRate, team.df2024$conf_winner),
cor(team.df2024$twoPper, team.df2024$conf_winner))
labels <- c("ADJ O", "Adj D", "AdjTempo", "BARTHAG","eFG", "eFG D", "Avg Hgt",
"Exp", "Talent", "PPP Off", "PPP Def", "ThreePRate", "TwoPper")
par(mfrow = c(2,2))
barplot(correlation ~ labels, ann=FALSE, las=3, cex.names = 0.8)
Overall Dataset
In this section, our group is splitting the “team.df2024” dataframe into a training set (80%) and validation set (20%)
RNGkind(sample.kind="Rounding")## Warning in RNGkind(sample.kind = "Rounding"): non-uniform 'Rounding' sampler
## usedset.seed(123)
train.index <- sample(c(1:dim(team.df2024)[1]), dim(team.df2024)[1]*0.8)
ovr_train.df <- team.df2024[train.index, ]
ovr_valid.df <- team.df2024[-train.index, ]
head(ovr_train.df)## team year conf conf_winner barthag barthag_rk adj_o adj_o_rk
## 1: Iowa 2011 B10 0 0.741055 78 104.110 117
## 2: Tennessee 2016 SEC 0 0.715373 93 110.535 63
## 3: Miami FL 2012 ACC 0 0.822847 45 109.978 43
## 4: Vanderbilt 2019 SEC 0 0.495138 161 101.145 239
## 5: Wake Forest 2023 ACC 0 0.743164 85 111.366 53
## 6: Arkansas 2014 SEC 0 0.830256 42 110.631 69
## adj_d adj_d_rk adj_t adj_t_rk wab nc_elite_sos nc_fut_sos
## 1: 95.0131 51 67.9542 104 -6.6027128 13 0.4692
## 2: 102.0220 137 69.9540 119 -5.8353720 22 0.5670
## 3: 96.2291 73 64.2462 266 -0.1467740 20 0.5572
## 4: 101.3160 111 67.3877 181 -9.0892925 19 0.4832
## 5: 101.5370 120 69.4420 65 -3.0114352 15 0.4876
## 6: 96.3665 42 72.8248 7 0.0547238 15 0.4700
## nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos eFG eFGD. FTRate FTRateD
## 1: 0.4692 34 0.7154 0.7154 48.1 50.0 34.5 28.0
## 2: 0.5670 29 0.6875 0.6875 48.0 48.5 34.1 37.3
## 3: 0.5572 27 0.6534 0.6534 49.7 47.8 33.3 33.0
## 4: 0.4832 32 0.6926 0.6926 48.6 49.5 40.6 33.3
## 5: 0.4876 24 0.6326 0.6326 54.2 51.6 32.1 26.7
## 6: 0.4700 24 0.6392 0.6392 50.1 46.2 40.2 43.0
## TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1: 21.3 21.2 34.5 32.3 67.1 48.5 50.1 31.4 33.2
## 2: 15.8 17.3 32.1 34.5 70.9 47.4 47.1 32.7 34.2
## 3: 17.4 19.9 32.5 33.0 65.0 48.0 47.2 35.0 32.6
## 4: 20.5 16.4 29.0 29.3 68.9 50.0 48.0 31.1 34.9
## 5: 17.1 17.3 24.8 26.6 70.1 54.0 51.0 36.4 35.0
## 6: 15.7 23.2 31.8 36.6 72.4 48.0 43.6 36.2 34.6
## Blkper Blkedper Astper OpAstper threePRate threePRateD Adj.T AvgHgt EffHgt
## 1: 8.0 8.3 55.2 60.7 26.7 36.5 66.528 77.455 79.457
## 2: 11.5 8.9 51.5 53.2 36.2 34.9 69.071 75.858 77.438
## 3: 9.8 10.2 48.2 52.7 37.8 34.7 63.172 76.944 80.741
## 4: 10.4 11.3 50.4 47.2 42.2 35.6 66.792 78.546 81.125
## 5: 7.4 11.9 50.6 46.2 45.4 38.6 69.442 78.089 82.812
## 6: 13.8 7.5 56.1 48.3 33.2 31.0 70.856 77.384 80.340
## Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.355 55.751 67.6 74.0 0.995 1.007 33.036
## 2: 1.928 44.103 72.5 69.1 1.060 1.060 28.524
## 3: 1.796 55.057 72.1 68.3 1.062 0.994 26.253
## 4: 1.226 73.578 67.3 71.6 0.985 1.046 32.256
## 5: 1.777 27.281 74.6 71.9 1.085 1.045 23.701
## 6: 1.736 47.156 72.6 69.7 1.092 0.972 24.102head(ovr_valid.df)## team year conf conf_winner barthag barthag_rk adj_o adj_o_rk adj_d
## 1: Alabama 2010 SEC 0 0.823017 59 107.599 73 94.1384
## 2: Alabama 2017 SEC 0 0.814167 54 104.403 153 91.8166
## 3: Alabama 2021 SEC 1 0.927824 9 111.964 32 89.6675
## 4: Arizona 2009 P10 0 0.860972 40 117.724 5 100.4630
## 5: Arizona 2016 P12 0 0.902179 21 116.056 22 95.6681
## 6: Arizona 2018 P12 1 0.852757 34 116.976 16 100.4070
## adj_d_rk adj_t adj_t_rk wab nc_elite_sos nc_fut_sos nc_cur_sos
## 1: 51 65.3116 262 -3.9700103 21 0.5267 0.5267
## 2: 10 66.5806 301 -1.8701599 17 0.5006 0.5006
## 3: 3 73.3149 11 6.8784650 23 0.6789 0.6789
## 4: 155 65.6669 220 0.7521574 22 0.5741 0.5741
## 5: 35 69.0497 164 3.4021828 15 0.4840 0.4840
## 6: 94 68.3056 229 3.8157585 20 0.5726 0.5726
## ov_elite_sos ov_fut_sos ov_cur_sos eFG eFGD. FTRate FTRateD TOVper TOVperD
## 1: 28 0.6685 0.6685 49.0 47.7 34.3 36.5 19.5 21.2
## 2: 27 0.6600 0.6600 48.2 46.1 39.1 39.9 20.4 19.8
## 3: 32 0.7728 0.7728 51.7 45.8 28.8 30.7 18.6 20.5
## 4: 36 0.7415 0.7415 53.0 51.0 37.5 25.1 19.4 18.4
## 5: 27 0.6626 0.6626 53.6 46.2 43.8 29.3 18.2 16.0
## 6: 23 0.6526 0.6526 56.3 49.9 36.9 31.2 17.5 16.7
## Orebper OpORebper RawT twoPper twoPperD threePper threePperD Blkper Blkedper
## 1: 35.0 34.2 65.7 47.6 47.7 35.0 31.8 10.9 10.1
## 2: 34.1 26.6 67.4 48.7 44.2 31.7 33.3 11.6 8.3
## 3: 32.2 29.2 74.5 50.7 46.8 35.2 29.1 10.5 14.2
## 4: 35.9 34.4 64.8 51.0 50.0 38.7 34.9 8.7 6.0
## 5: 35.0 24.9 69.9 52.2 45.7 38.1 31.6 11.3 8.4
## 6: 33.2 25.1 68.7 56.7 47.7 36.9 35.8 12.0 6.8
## Astper OpAstper threePRate threePRateD Adj.T AvgHgt EffHgt Exp Talent
## 1: 54.2 48.6 27.9 32.9 63.798 76.473 80.213 1.865 57.685
## 2: 48.2 43.4 37.2 34.0 65.203 78.020 80.615 1.535 58.334
## 3: 50.0 43.8 46.5 34.3 73.315 77.695 80.152 1.841 70.270
## 4: 55.7 61.8 29.0 41.0 64.539 77.277 80.600 1.402 80.614
## 5: 51.3 48.3 29.4 31.3 68.166 78.309 82.474 2.016 66.359
## 6: 52.6 49.8 32.0 35.6 67.092 78.636 83.380 1.510 82.727
## Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 70.7 66.4 1.042 0.986 27.620
## 2: 65.3 67.1 1.002 0.946 26.644
## 3: 70.8 68.9 1.065 0.937 32.282
## 4: 73.8 69.0 1.109 1.062 35.012
## 5: 72.1 71.3 1.128 0.966 26.100
## 6: 76.1 73.4 1.156 1.029 22.661Logistic Regression
options(scipen = 999)
OVR_lm <- glm(conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS, data = ovr_train.df, family = "binomial", na.action = na.exclude)## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurredOVR_lm##
## Call: glm(formula = conf_winner ~ barthag + barthag_rk + adj_o_rk +
## adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos +
## nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS, family = "binomial", data = ovr_train.df,
## na.action = na.exclude)
##
## Coefficients:
## (Intercept) barthag barthag_rk adj_o_rk adj_o
## 93.3384459 0.7332523 0.0184713 -0.0464805 -0.3847560
## adj_d adj_d_rk adj_t adj_t_rk wab
## -0.4315326 0.0271005 0.5705428 -0.0007931 0.9048943
## nc_elite_sos nc_fut_sos nc_cur_sos ov_elite_sos ov_fut_sos
## 0.1729033 27.3078538 -43.4600506 -1.5014051 86.9025768
## ov_cur_sos eFG eFGD. FTRate FTRateD
## NA -0.3377912 3.4377598 -0.0868396 0.0792658
## TOVper TOVperD Orebper OpORebper RawT
## -0.0799813 -1.2203510 0.3105938 0.6464165 0.2526630
## twoPper twoPperD threePper threePperD Blkper
## 0.4762343 -1.2665464 0.3959209 -0.9857589 -0.1204266
## Blkedper Astper OpAstper threePRate threePRateD
## 0.2730084 -0.0018352 -0.1233204 -0.0554349 0.1895060
## Adj.T AvgHgt EffHgt Exp Talent
## -1.0480954 -0.7105286 -0.1165763 -1.2289193 -0.0057056
## Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 0.1280423 0.1846920 11.6077220 -92.7486738 0.5052653
##
## Degrees of Freedom: 952 Total (i.e. Null); 909 Residual
## Null Deviance: 520.3
## Residual Deviance: 176.3 AIC: 264.3In the code above, we created a logistic regression that is predicting the binary outcome variable ‘conf_winner’ using all of the predictor independent variables listed in the formula above. Each coefficient represents the change in the log-odds of the response variable for a one-unit change in the corresponding variable if all the other variables are constant. Negative coefficients represent a negative relationship with the log-odds of being a conference winner. Positive coefficients represent a positive relationship with the log-odds of being a conference winner. There are 952 degrees of freedom for the null model and 909 degrees of freedom for the residual model. The null deviance is 520.3 which represents the deviance of the null model. The residual deviance is 176.3 which represents the deviance of the model with no predictors. The smaller the null deviance and residual deviance indicate a better fitted model. The AIC is 264.3 which is relatively low and indicates a better fitted model if the score is low.
# Make predictions on the validation dataset
ovr_predictions <- predict(OVR_lm, newdata = ovr_valid.df, type = "response")
# Convert predicted probabilities to class labels (0 or 1) based on a threshold (e.g., 0.5)
ovr_predicted_classes <- ifelse(ovr_predictions > 0.5, 1, 0)
# Create a confusion matrix
ovr_conf_matrix <- confusionMatrix(as.factor(ovr_valid.df$conf_winner), as.factor(ovr_predicted_classes), positive= '1')
# Print the confusion matrix
print(ovr_conf_matrix)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 203 14
## 1 11 11
##
## Accuracy : 0.8954
## 95% CI : (0.8495, 0.9312)
## No Information Rate : 0.8954
## P-Value [Acc > NIR] : 0.5530
##
## Kappa : 0.4103
##
## Mcnemar's Test P-Value : 0.6892
##
## Sensitivity : 0.44000
## Specificity : 0.94860
## Pos Pred Value : 0.50000
## Neg Pred Value : 0.93548
## Prevalence : 0.10460
## Detection Rate : 0.04603
## Detection Prevalence : 0.09205
## Balanced Accuracy : 0.69430
##
## 'Positive' Class : 1
## #calc specificity, etc.In the outcome above, the model demonstrates high overall accuracy (89.54%), but sensitivity is relatively low (44%). This suggests that the model is less effective at correctly identifying instances of the positive class. The Kappa statistic accounts for agreement by chance and is 0.4103, indicating moderate agreement. Mcnemar’s Test P-Value is 0.6892, suggesting no significant difference in errors between the model and the reference. Further evaluation and potential model improvement may be needed, especially if correctly identifying positive cases is crucial for the application.
Backward Selection
OVR_lm.backward <- step(OVR_lm, direction = 'backward')## Start: AIC=264.3
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=264.3
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_fut_sos 1 176.30 262.30
## - nc_cur_sos 1 176.30 262.30
## - barthag 1 176.30 262.30
## - Astper 1 176.31 262.31
## - TOVper 1 176.31 262.31
## - adj_t_rk 1 176.32 262.32
## - PPPOff 1 176.34 262.34
## - barthag_rk 1 176.36 262.36
## - eFG 1 176.38 262.38
## - Talent 1 176.39 262.39
## - EffHgt 1 176.44 262.44
## - FTRateD 1 176.65 262.65
## - Orebper 1 176.90 262.90
## - RawT 1 176.92 262.92
## - threePRate 1 176.93 262.93
## - threePper 1 176.97 262.97
## - twoPper 1 176.98 262.98
## - Ftper 1 177.11 263.11
## - EliteSOS 1 177.25 263.25
## - Blkper 1 177.28 263.28
## - FTRate 1 177.31 263.31
## - Op.Ftper 1 177.34 263.34
## - adj_t 1 177.41 263.41
## - PPPDef 1 177.73 263.73
## - OpORebper 1 177.89 263.89
## - adj_d 1 178.00 264.00
## - TOVperD 1 178.03 264.02
## - twoPperD 1 178.05 264.05
## - threePperD 1 178.14 264.14
## - adj_d_rk 1 178.30 264.30
## <none> 176.30 264.30
## - adj_o 1 178.47 264.47
## - Blkedper 1 178.53 264.53
## - nc_elite_sos 1 178.99 264.99
## - AvgHgt 1 179.70 265.70
## - Exp 1 179.83 265.83
## - OpAstper 1 180.09 266.09
## - eFGD. 1 180.18 266.18
## - threePRateD 1 180.74 266.74
## - adj_o_rk 1 180.81 266.81
## - Adj.T 1 181.01 267.01
## - ov_elite_sos 1 185.44 271.44
## - ov_fut_sos 1 191.40 277.40
## - wab 1 226.16 312.15## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=262.3
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_cur_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag 1 176.30 260.30
## - Astper 1 176.31 260.31
## - TOVper 1 176.31 260.31
## - adj_t_rk 1 176.32 260.32
## - PPPOff 1 176.34 260.34
## - barthag_rk 1 176.36 260.36
## - eFG 1 176.38 260.38
## - Talent 1 176.39 260.39
## - EffHgt 1 176.44 260.44
## - FTRateD 1 176.65 260.65
## - Orebper 1 176.90 260.90
## - RawT 1 176.92 260.92
## - threePRate 1 176.93 260.93
## - threePper 1 176.97 260.97
## - twoPper 1 176.98 260.98
## - Ftper 1 177.11 261.11
## - EliteSOS 1 177.25 261.25
## - Blkper 1 177.28 261.28
## - FTRate 1 177.31 261.31
## - Op.Ftper 1 177.34 261.34
## - adj_t 1 177.41 261.41
## - PPPDef 1 177.73 261.73
## - OpORebper 1 177.89 261.89
## - adj_d 1 178.00 262.00
## - TOVperD 1 178.03 262.02
## - twoPperD 1 178.05 262.05
## - threePperD 1 178.14 262.14
## - adj_d_rk 1 178.30 262.30
## <none> 176.30 262.30
## - adj_o 1 178.47 262.47
## - Blkedper 1 178.53 262.53
## - nc_cur_sos 1 178.67 262.67
## - nc_elite_sos 1 178.99 262.99
## - AvgHgt 1 179.70 263.70
## - Exp 1 179.83 263.83
## - OpAstper 1 180.09 264.09
## - eFGD. 1 180.18 264.18
## - threePRateD 1 180.74 264.74
## - adj_o_rk 1 180.81 264.81
## - Adj.T 1 181.01 265.01
## - ov_elite_sos 1 185.44 269.44
## - ov_fut_sos 1 191.40 275.40
## - wab 1 226.16 310.16## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=260.3
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Astper 1 176.31 258.31
## - TOVper 1 176.31 258.31
## - adj_t_rk 1 176.32 258.32
## - PPPOff 1 176.34 258.34
## - eFG 1 176.38 258.38
## - Talent 1 176.39 258.39
## - EffHgt 1 176.44 258.44
## - barthag_rk 1 176.44 258.44
## - FTRateD 1 176.65 258.65
## - Orebper 1 176.90 258.90
## - RawT 1 176.92 258.92
## - threePRate 1 176.94 258.94
## - threePper 1 176.98 258.98
## - twoPper 1 176.99 258.99
## - Ftper 1 177.11 259.11
## - EliteSOS 1 177.25 259.25
## - FTRate 1 177.31 259.31
## - Blkper 1 177.31 259.31
## - Op.Ftper 1 177.35 259.35
## - adj_t 1 177.44 259.44
## - PPPDef 1 177.75 259.75
## - OpORebper 1 177.92 259.92
## - twoPperD 1 178.05 260.05
## - TOVperD 1 178.05 260.05
## - threePperD 1 178.14 260.14
## <none> 176.30 260.30
## - adj_d_rk 1 178.32 260.32
## - Blkedper 1 178.53 260.53
## - nc_cur_sos 1 178.70 260.70
## - adj_o 1 178.93 260.93
## - adj_d 1 178.97 260.97
## - nc_elite_sos 1 179.02 261.02
## - AvgHgt 1 179.72 261.72
## - Exp 1 179.83 261.83
## - OpAstper 1 180.09 262.09
## - eFGD. 1 180.19 262.19
## - threePRateD 1 180.76 262.76
## - adj_o_rk 1 180.94 262.94
## - Adj.T 1 181.07 263.07
## - ov_elite_sos 1 185.47 267.47
## - ov_fut_sos 1 191.41 273.41
## - wab 1 226.54 308.54## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=258.31
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - TOVper 1 176.32 256.32
## - adj_t_rk 1 176.33 256.33
## - PPPOff 1 176.34 256.34
## - eFG 1 176.38 256.38
## - Talent 1 176.39 256.39
## - EffHgt 1 176.44 256.44
## - barthag_rk 1 176.45 256.45
## - FTRateD 1 176.66 256.66
## - Orebper 1 176.91 256.91
## - RawT 1 176.92 256.92
## - threePRate 1 176.94 256.94
## - threePper 1 176.98 256.98
## - twoPper 1 176.99 256.99
## - Ftper 1 177.12 257.12
## - EliteSOS 1 177.28 257.27
## - Blkper 1 177.34 257.34
## - Op.Ftper 1 177.35 257.35
## - FTRate 1 177.36 257.36
## - adj_t 1 177.45 257.45
## - PPPDef 1 177.75 257.75
## - OpORebper 1 177.93 257.93
## - twoPperD 1 178.06 258.06
## - TOVperD 1 178.06 258.06
## - threePperD 1 178.15 258.15
## <none> 176.31 258.31
## - adj_d_rk 1 178.32 258.32
## - Blkedper 1 178.55 258.55
## - nc_cur_sos 1 178.70 258.70
## - adj_o 1 178.93 258.93
## - adj_d 1 178.97 258.97
## - nc_elite_sos 1 179.02 259.02
## - AvgHgt 1 179.77 259.77
## - Exp 1 179.89 259.89
## - eFGD. 1 180.20 260.20
## - OpAstper 1 180.63 260.63
## - threePRateD 1 180.78 260.78
## - adj_o_rk 1 180.94 260.94
## - Adj.T 1 181.10 261.10
## - ov_elite_sos 1 185.55 265.55
## - ov_fut_sos 1 191.45 271.45
## - wab 1 226.77 306.77## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=256.32
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVperD + Orebper +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t_rk 1 176.34 254.34
## - Talent 1 176.41 254.41
## - EffHgt 1 176.44 254.44
## - barthag_rk 1 176.46 254.46
## - eFG 1 176.55 254.55
## - FTRateD 1 176.68 254.68
## - PPPOff 1 176.85 254.85
## - RawT 1 176.94 254.94
## - threePper 1 176.99 254.99
## - twoPper 1 177.01 255.01
## - EliteSOS 1 177.33 255.33
## - Blkper 1 177.34 255.34
## - Op.Ftper 1 177.38 255.38
## - threePRate 1 177.38 255.38
## - adj_t 1 177.46 255.46
## - PPPDef 1 177.91 255.91
## - twoPperD 1 178.06 256.06
## - threePperD 1 178.15 256.15
## - OpORebper 1 178.19 256.19
## - TOVperD 1 178.31 256.31
## <none> 176.32 256.32
## - adj_d_rk 1 178.32 256.32
## - Blkedper 1 178.55 256.55
## - nc_cur_sos 1 178.71 256.71
## - Ftper 1 178.72 256.73
## - adj_o 1 178.93 256.93
## - adj_d 1 178.97 256.97
## - nc_elite_sos 1 179.03 257.03
## - FTRate 1 179.08 257.08
## - AvgHgt 1 179.81 257.81
## - Exp 1 179.89 257.89
## - eFGD. 1 180.50 258.50
## - OpAstper 1 180.63 258.63
## - threePRateD 1 180.99 258.99
## - adj_o_rk 1 181.04 259.04
## - Adj.T 1 181.12 259.12
## - Orebper 1 184.30 262.30
## - ov_elite_sos 1 185.77 263.77
## - ov_fut_sos 1 191.51 269.51
## - wab 1 227.11 305.11## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=254.34
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk +
## adj_t + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVperD + Orebper +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Talent 1 176.43 252.43
## - EffHgt 1 176.46 252.46
## - barthag_rk 1 176.48 252.48
## - eFG 1 176.57 252.57
## - FTRateD 1 176.70 252.70
## - PPPOff 1 176.88 252.88
## - RawT 1 176.98 252.98
## - threePper 1 177.02 253.02
## - twoPper 1 177.04 253.04
## - EliteSOS 1 177.34 253.34
## - Blkper 1 177.37 253.37
## - Op.Ftper 1 177.41 253.41
## - threePRate 1 177.47 253.47
## - adj_t 1 177.58 253.58
## - PPPDef 1 177.93 253.93
## - twoPperD 1 178.12 254.12
## - threePperD 1 178.21 254.21
## - OpORebper 1 178.22 254.22
## - TOVperD 1 178.31 254.31
## <none> 176.34 254.34
## - Blkedper 1 178.57 254.57
## - adj_d_rk 1 178.59 254.59
## - Ftper 1 178.74 254.74
## - nc_cur_sos 1 178.77 254.77
## - adj_o 1 178.97 254.97
## - FTRate 1 179.08 255.08
## - nc_elite_sos 1 179.10 255.10
## - adj_d 1 179.11 255.11
## - AvgHgt 1 179.85 255.85
## - Exp 1 179.99 255.99
## - eFGD. 1 180.55 256.55
## - OpAstper 1 180.65 256.65
## - threePRateD 1 180.99 256.99
## - adj_o_rk 1 181.05 257.05
## - Adj.T 1 181.12 257.12
## - Orebper 1 184.33 260.33
## - ov_elite_sos 1 186.23 262.23
## - ov_fut_sos 1 191.55 267.55
## - wab 1 227.39 303.39## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=252.43
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk +
## adj_t + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVperD + Orebper +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EffHgt 1 176.56 250.56
## - barthag_rk 1 176.59 250.59
## - eFG 1 176.66 250.66
## - FTRateD 1 176.91 250.91
## - PPPOff 1 176.95 250.95
## - RawT 1 177.05 251.05
## - threePper 1 177.10 251.10
## - twoPper 1 177.12 251.12
## - EliteSOS 1 177.37 251.37
## - Blkper 1 177.42 251.42
## - threePRate 1 177.47 251.47
## - adj_t 1 177.67 251.67
## - Op.Ftper 1 177.69 251.69
## - twoPperD 1 178.14 252.14
## - PPPDef 1 178.20 252.20
## - threePperD 1 178.22 252.22
## <none> 176.43 252.43
## - OpORebper 1 178.55 252.55
## - adj_d_rk 1 178.61 252.61
## - Blkedper 1 178.63 252.63
## - TOVperD 1 178.66 252.66
## - Ftper 1 178.80 252.80
## - nc_cur_sos 1 178.98 252.98
## - adj_o 1 179.04 253.04
## - FTRate 1 179.12 253.12
## - adj_d 1 179.16 253.16
## - nc_elite_sos 1 179.25 253.25
## - AvgHgt 1 180.05 254.05
## - Exp 1 180.42 254.42
## - eFGD. 1 180.63 254.63
## - OpAstper 1 180.65 254.65
## - adj_o_rk 1 181.07 255.07
## - Adj.T 1 181.15 255.15
## - threePRateD 1 181.38 255.38
## - Orebper 1 184.34 258.34
## - ov_elite_sos 1 186.26 260.26
## - ov_fut_sos 1 191.61 265.61
## - wab 1 227.39 301.39## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=250.56
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk +
## adj_t + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVperD + Orebper +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + Exp + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag_rk 1 176.72 248.72
## - eFG 1 176.82 248.82
## - PPPOff 1 177.08 249.08
## - FTRateD 1 177.09 249.09
## - RawT 1 177.22 249.22
## - threePper 1 177.27 249.27
## - twoPper 1 177.30 249.30
## - EliteSOS 1 177.53 249.53
## - threePRate 1 177.56 249.56
## - Blkper 1 177.70 249.70
## - adj_t 1 177.84 249.84
## - Op.Ftper 1 177.91 249.91
## - twoPperD 1 178.35 250.35
## - threePperD 1 178.44 250.44
## - PPPDef 1 178.46 250.46
## <none> 176.56 250.56
## - Blkedper 1 178.70 250.70
## - OpORebper 1 178.72 250.72
## - Ftper 1 178.80 250.80
## - TOVperD 1 178.80 250.80
## - adj_d_rk 1 178.85 250.85
## - adj_o 1 179.13 251.13
## - nc_cur_sos 1 179.15 251.15
## - adj_d 1 179.16 251.16
## - FTRate 1 179.17 251.17
## - nc_elite_sos 1 179.39 251.39
## - Exp 1 180.54 252.54
## - OpAstper 1 180.67 252.67
## - eFGD. 1 180.92 252.92
## - adj_o_rk 1 181.27 253.27
## - Adj.T 1 181.46 253.46
## - threePRateD 1 181.70 253.70
## - AvgHgt 1 183.09 255.09
## - Orebper 1 184.34 256.34
## - ov_elite_sos 1 186.41 258.41
## - ov_fut_sos 1 191.97 263.97
## - wab 1 227.46 299.46## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=248.72
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + OpAstper + threePRate + threePRateD + Adj.T +
## AvgHgt + Exp + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFG 1 176.98 246.98
## - FTRateD 1 177.22 247.22
## - PPPOff 1 177.37 247.37
## - RawT 1 177.41 247.41
## - threePper 1 177.42 247.42
## - twoPper 1 177.46 247.46
## - EliteSOS 1 177.63 247.63
## - threePRate 1 177.79 247.79
## - Blkper 1 177.83 247.83
## - adj_t 1 177.89 247.89
## - Op.Ftper 1 177.98 247.98
## - twoPperD 1 178.51 248.51
## - PPPDef 1 178.59 248.59
## - threePperD 1 178.59 248.59
## <none> 176.72 248.72
## - OpORebper 1 178.85 248.85
## - Ftper 1 178.90 248.90
## - TOVperD 1 178.95 248.95
## - Blkedper 1 179.02 249.02
## - adj_d 1 179.16 249.16
## - nc_cur_sos 1 179.24 249.24
## - FTRate 1 179.28 249.28
## - nc_elite_sos 1 179.42 249.42
## - adj_d_rk 1 180.01 250.01
## - adj_o 1 180.47 250.47
## - Exp 1 180.79 250.79
## - OpAstper 1 180.96 250.96
## - eFGD. 1 181.06 251.06
## - Adj.T 1 181.47 251.47
## - adj_o_rk 1 181.60 251.60
## - threePRateD 1 181.90 251.90
## - AvgHgt 1 183.18 253.18
## - Orebper 1 184.59 254.59
## - ov_elite_sos 1 186.43 256.43
## - ov_fut_sos 1 192.03 262.03
## - wab 1 227.59 297.59## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=246.98
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + FTRateD + TOVperD + Orebper + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + Exp +
## Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRateD 1 177.47 245.47
## - PPPOff 1 177.65 245.65
## - RawT 1 177.74 245.74
## - EliteSOS 1 177.81 245.81
## - adj_t 1 178.02 246.02
## - Blkper 1 178.19 246.19
## - Op.Ftper 1 178.25 246.25
## - threePRate 1 178.57 246.57
## - threePper 1 178.78 246.78
## - PPPDef 1 178.81 246.81
## - twoPperD 1 178.82 246.82
## - threePperD 1 178.88 246.88
## <none> 176.98 246.98
## - Ftper 1 179.09 247.09
## - OpORebper 1 179.12 247.12
## - TOVperD 1 179.20 247.20
## - nc_cur_sos 1 179.45 247.45
## - adj_d 1 179.50 247.50
## - FTRate 1 179.51 247.51
## - Blkedper 1 179.59 247.59
## - nc_elite_sos 1 179.68 247.68
## - twoPper 1 179.69 247.69
## - adj_d_rk 1 180.30 248.30
## - adj_o 1 180.84 248.84
## - Exp 1 181.01 249.01
## - OpAstper 1 181.31 249.31
## - eFGD. 1 181.35 249.35
## - Adj.T 1 181.57 249.57
## - adj_o_rk 1 182.04 250.04
## - threePRateD 1 182.30 250.30
## - AvgHgt 1 183.37 251.37
## - Orebper 1 184.89 252.89
## - ov_elite_sos 1 186.53 254.53
## - ov_fut_sos 1 192.47 260.48
## - wab 1 228.36 296.36## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=245.48
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + OpAstper +
## threePRate + threePRateD + Adj.T + AvgHgt + Exp + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - PPPOff 1 178.23 244.23
## - RawT 1 178.26 244.26
## - Blkper 1 178.29 244.29
## - Op.Ftper 1 178.29 244.29
## - EliteSOS 1 178.48 244.48
## - adj_t 1 178.58 244.58
## - threePper 1 179.27 245.27
## - threePRate 1 179.46 245.46
## <none> 177.47 245.47
## - twoPperD 1 179.51 245.51
## - PPPDef 1 179.55 245.55
## - Ftper 1 179.63 245.63
## - threePperD 1 179.70 245.70
## - adj_d 1 179.76 245.76
## - FTRate 1 179.82 245.82
## - nc_cur_sos 1 180.00 246.00
## - twoPper 1 180.19 246.19
## - Blkedper 1 180.25 246.25
## - nc_elite_sos 1 180.28 246.28
## - OpORebper 1 180.46 246.46
## - adj_d_rk 1 180.53 246.53
## - TOVperD 1 181.28 247.28
## - eFGD. 1 181.39 247.39
## - Exp 1 181.40 247.40
## - adj_o 1 181.65 247.65
## - OpAstper 1 182.09 248.09
## - Adj.T 1 182.18 248.18
## - threePRateD 1 182.35 248.35
## - adj_o_rk 1 182.79 248.79
## - AvgHgt 1 185.18 251.18
## - Orebper 1 185.47 251.47
## - ov_elite_sos 1 187.70 253.70
## - ov_fut_sos 1 193.12 259.12
## - wab 1 228.55 294.55## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=244.23
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + OpAstper +
## threePRate + threePRateD + Adj.T + AvgHgt + Exp + Ftper +
## Op.Ftper + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkper 1 178.91 242.91
## - RawT 1 178.96 242.96
## - EliteSOS 1 178.97 242.97
## - Op.Ftper 1 179.24 243.24
## - adj_t 1 179.54 243.54
## - threePRate 1 179.77 243.77
## - FTRate 1 180.17 244.17
## <none> 178.23 244.23
## - PPPDef 1 180.25 244.25
## - twoPperD 1 180.45 244.45
## - Blkedper 1 180.52 244.52
## - threePperD 1 180.60 244.60
## - Ftper 1 180.89 244.89
## - adj_d_rk 1 181.19 245.19
## - threePper 1 181.25 245.25
## - adj_d 1 181.36 245.36
## - nc_cur_sos 1 181.36 245.36
## - OpORebper 1 181.49 245.49
## - nc_elite_sos 1 181.58 245.58
## - Exp 1 181.92 245.92
## - eFGD. 1 182.59 246.59
## - twoPper 1 182.63 246.63
## - TOVperD 1 182.65 246.65
## - threePRateD 1 182.73 246.73
## - OpAstper 1 182.80 246.80
## - Adj.T 1 183.24 247.24
## - adj_o 1 183.28 247.28
## - adj_o_rk 1 183.98 247.98
## - AvgHgt 1 185.72 249.72
## - ov_elite_sos 1 188.24 252.24
## - Orebper 1 189.10 253.10
## - ov_fut_sos 1 194.06 258.06
## - wab 1 230.80 294.80## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=242.9
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkedper + OpAstper +
## threePRate + threePRateD + Adj.T + AvgHgt + Exp + Ftper +
## Op.Ftper + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - RawT 1 179.48 241.48
## - EliteSOS 1 179.59 241.59
## - Op.Ftper 1 179.87 241.87
## - threePRate 1 180.34 242.34
## - adj_t 1 180.40 242.40
## - FTRate 1 180.51 242.51
## - twoPperD 1 180.83 242.83
## <none> 178.91 242.91
## - PPPDef 1 181.07 243.07
## - threePperD 1 181.10 243.10
## - Blkedper 1 181.46 243.46
## - Ftper 1 181.59 243.59
## - nc_cur_sos 1 181.73 243.73
## - OpORebper 1 182.02 244.02
## - adj_d_rk 1 182.05 244.05
## - nc_elite_sos 1 182.06 244.06
## - threePper 1 182.10 244.10
## - Exp 1 182.29 244.29
## - adj_d 1 182.35 244.35
## - threePRateD 1 182.82 244.82
## - eFGD. 1 183.12 245.12
## - OpAstper 1 183.29 245.29
## - twoPper 1 183.32 245.32
## - TOVperD 1 183.66 245.66
## - adj_o 1 183.91 245.91
## - Adj.T 1 183.92 245.92
## - adj_o_rk 1 184.91 246.91
## - AvgHgt 1 187.18 249.18
## - ov_elite_sos 1 188.54 250.54
## - Orebper 1 189.15 251.15
## - ov_fut_sos 1 194.13 256.13
## - wab 1 230.81 292.81## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=241.48
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + twoPper + twoPperD +
## threePper + threePperD + Blkedper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + Exp + Ftper + Op.Ftper + PPPDef +
## EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EliteSOS 1 180.30 240.30
## - Op.Ftper 1 180.37 240.37
## - threePRate 1 180.74 240.74
## - FTRate 1 181.10 241.10
## - twoPperD 1 181.27 241.27
## <none> 179.48 241.48
## - threePperD 1 181.54 241.54
## - PPPDef 1 181.72 241.72
## - Blkedper 1 181.90 241.90
## - Ftper 1 182.12 242.12
## - adj_t 1 182.28 242.28
## - threePper 1 182.42 242.42
## - nc_cur_sos 1 182.56 242.56
## - Exp 1 182.58 242.58
## - adj_d_rk 1 182.66 242.66
## - OpORebper 1 182.71 242.71
## - adj_d 1 182.77 242.77
## - nc_elite_sos 1 182.90 242.90
## - eFGD. 1 183.55 243.55
## - threePRateD 1 183.68 243.68
## - twoPper 1 183.84 243.84
## - Adj.T 1 183.97 243.97
## - OpAstper 1 184.15 244.15
## - TOVperD 1 184.23 244.23
## - adj_o 1 184.57 244.57
## - adj_o_rk 1 185.66 245.66
## - AvgHgt 1 187.47 247.47
## - Orebper 1 189.53 249.53
## - ov_elite_sos 1 189.81 249.81
## - ov_fut_sos 1 195.49 255.49
## - wab 1 231.12 291.12## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=240.3
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + twoPper + twoPperD +
## threePper + threePperD + Blkedper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + Exp + Ftper + Op.Ftper + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Op.Ftper 1 181.25 239.25
## - threePRate 1 181.40 239.40
## - FTRate 1 181.93 239.93
## - twoPperD 1 182.27 240.27
## <none> 180.30 240.30
## - PPPDef 1 182.38 240.38
## - adj_t 1 182.39 240.39
## - Ftper 1 182.51 240.51
## - threePperD 1 182.55 240.55
## - Blkedper 1 182.66 240.66
## - threePper 1 183.02 241.02
## - adj_d_rk 1 183.32 241.32
## - Exp 1 183.38 241.38
## - OpORebper 1 183.49 241.49
## - adj_d 1 183.67 241.67
## - Adj.T 1 183.98 241.98
## - twoPper 1 184.34 242.34
## - nc_cur_sos 1 184.45 242.45
## - eFGD. 1 184.58 242.58
## - nc_elite_sos 1 184.59 242.59
## - threePRateD 1 184.78 242.78
## - OpAstper 1 184.89 242.89
## - adj_o 1 184.94 242.94
## - TOVperD 1 185.12 243.12
## - adj_o_rk 1 186.34 244.34
## - AvgHgt 1 188.23 246.23
## - Orebper 1 189.75 247.75
## - ov_fut_sos 1 198.34 256.34
## - ov_elite_sos 1 218.62 276.62
## - wab 1 233.08 291.08## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=239.25
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + twoPper + twoPperD +
## threePper + threePperD + Blkedper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + Exp + Ftper + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRate 1 182.30 238.30
## - PPPDef 1 182.43 238.43
## - twoPperD 1 182.91 238.91
## - adj_t 1 183.18 239.18
## - threePperD 1 183.21 239.21
## <none> 181.25 239.25
## - OpORebper 1 183.49 239.49
## - FTRate 1 183.54 239.54
## - Blkedper 1 183.58 239.58
## - Ftper 1 183.78 239.78
## - threePper 1 184.00 240.00
## - Exp 1 184.02 240.02
## - adj_d_rk 1 184.17 240.17
## - Adj.T 1 184.60 240.60
## - eFGD. 1 184.77 240.77
## - adj_d 1 184.87 240.87
## - TOVperD 1 185.14 241.14
## - nc_elite_sos 1 185.34 241.34
## - threePRateD 1 185.50 241.50
## - twoPper 1 185.81 241.81
## - nc_cur_sos 1 185.81 241.81
## - adj_o 1 186.07 242.07
## - OpAstper 1 186.44 242.44
## - adj_o_rk 1 187.27 243.27
## - AvgHgt 1 188.76 244.76
## - Orebper 1 191.19 247.19
## - ov_fut_sos 1 200.00 256.00
## - ov_elite_sos 1 220.50 276.50
## - wab 1 234.41 290.40## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=238.3
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + twoPper + twoPperD +
## threePper + threePperD + Blkedper + OpAstper + threePRateD +
## Adj.T + AvgHgt + Exp + Ftper + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPperD 1 183.68 237.68
## - PPPDef 1 183.74 237.74
## - Blkedper 1 183.76 237.76
## - threePperD 1 183.97 237.97
## - FTRate 1 184.16 238.16
## <none> 182.30 238.30
## - adj_t 1 184.78 238.78
## - Exp 1 185.13 239.13
## - Ftper 1 185.14 239.14
## - OpORebper 1 185.18 239.18
## - threePper 1 185.19 239.19
## - adj_d_rk 1 185.38 239.38
## - eFGD. 1 185.60 239.60
## - nc_elite_sos 1 186.07 240.07
## - twoPper 1 186.12 240.12
## - Adj.T 1 186.24 240.24
## - adj_d 1 186.60 240.60
## - nc_cur_sos 1 186.70 240.70
## - TOVperD 1 187.30 241.30
## - threePRateD 1 187.37 241.37
## - adj_o 1 187.46 241.46
## - OpAstper 1 187.75 241.75
## - adj_o_rk 1 188.47 242.47
## - AvgHgt 1 189.41 243.41
## - Orebper 1 194.68 248.68
## - ov_fut_sos 1 200.41 254.41
## - ov_elite_sos 1 220.52 274.52
## - wab 1 234.75 288.75## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=237.68
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + twoPper + threePper +
## threePperD + Blkedper + OpAstper + threePRateD + Adj.T +
## AvgHgt + Exp + Ftper + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePperD 1 184.16 236.16
## - PPPDef 1 184.83 236.83
## - Blkedper 1 185.33 237.33
## <none> 183.68 237.68
## - FTRate 1 185.86 237.86
## - Exp 1 186.21 238.21
## - Ftper 1 186.38 238.38
## - OpORebper 1 186.42 238.42
## - adj_d_rk 1 186.53 238.53
## - threePper 1 186.58 238.58
## - adj_t 1 186.69 238.69
## - twoPper 1 187.18 239.18
## - nc_elite_sos 1 187.76 239.76
## - adj_d 1 188.14 240.14
## - Adj.T 1 188.18 240.18
## - nc_cur_sos 1 188.40 240.40
## - TOVperD 1 188.60 240.60
## - adj_o 1 188.64 240.64
## - OpAstper 1 188.74 240.74
## - adj_o_rk 1 189.49 241.49
## - eFGD. 1 189.95 241.95
## - AvgHgt 1 190.08 242.08
## - threePRateD 1 191.26 243.26
## - Orebper 1 196.25 248.25
## - ov_fut_sos 1 201.45 253.45
## - ov_elite_sos 1 221.48 273.48
## - wab 1 237.10 289.10## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=236.16
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + twoPper + threePper +
## Blkedper + OpAstper + threePRateD + Adj.T + AvgHgt + Exp +
## Ftper + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - PPPDef 1 185.45 235.45
## - Blkedper 1 185.94 235.94
## <none> 184.16 236.16
## - FTRate 1 186.39 236.39
## - Ftper 1 186.75 236.75
## - adj_t 1 186.83 236.83
## - threePper 1 186.99 236.99
## - OpORebper 1 187.05 237.05
## - Exp 1 187.07 237.07
## - adj_d_rk 1 187.25 237.25
## - twoPper 1 187.35 237.35
## - Adj.T 1 188.28 238.28
## - nc_elite_sos 1 188.28 238.28
## - adj_o 1 188.74 238.74
## - nc_cur_sos 1 188.81 238.81
## - adj_d 1 188.82 238.82
## - TOVperD 1 189.20 239.20
## - OpAstper 1 189.22 239.22
## - adj_o_rk 1 189.72 239.72
## - eFGD. 1 190.06 240.06
## - AvgHgt 1 190.44 240.44
## - threePRateD 1 191.87 241.87
## - Orebper 1 196.38 246.38
## - ov_fut_sos 1 201.95 251.95
## - ov_elite_sos 1 221.89 271.89
## - wab 1 237.12 287.12## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=235.45
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + twoPper + threePper +
## Blkedper + OpAstper + threePRateD + Adj.T + AvgHgt + Exp +
## Ftper## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpORebper 1 187.05 235.05
## <none> 185.45 235.45
## - Blkedper 1 187.53 235.53
## - threePper 1 187.72 235.72
## - adj_t 1 187.86 235.86
## - Ftper 1 187.87 235.87
## - twoPper 1 188.19 236.19
## - Exp 1 188.21 236.21
## - FTRate 1 188.24 236.24
## - Adj.T 1 189.11 237.11
## - adj_d_rk 1 189.20 237.20
## - adj_o 1 189.38 237.38
## - nc_elite_sos 1 189.47 237.47
## - TOVperD 1 189.77 237.77
## - nc_cur_sos 1 190.17 238.17
## - OpAstper 1 190.24 238.24
## - adj_o_rk 1 190.71 238.71
## - AvgHgt 1 191.13 239.13
## - eFGD. 1 191.39 239.39
## - threePRateD 1 192.75 240.75
## - adj_d 1 196.20 244.20
## - Orebper 1 196.66 244.66
## - ov_fut_sos 1 202.12 250.12
## - ov_elite_sos 1 224.08 272.08
## - wab 1 242.80 290.80
##
## Step: AIC=235.05
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + twoPper + threePper + Blkedper +
## OpAstper + threePRateD + Adj.T + AvgHgt + Exp + Ftper## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkedper 1 188.69 234.69
## - Ftper 1 188.84 234.84
## <none> 187.05 235.05
## - adj_t 1 189.16 235.16
## - FTRate 1 189.36 235.36
## - threePper 1 189.61 235.61
## - twoPper 1 189.73 235.73
## - TOVperD 1 189.94 235.94
## - Adj.T 1 190.24 236.24
## - Exp 1 190.34 236.34
## - OpAstper 1 190.61 236.61
## - adj_o 1 190.96 236.96
## - nc_elite_sos 1 191.30 237.30
## - eFGD. 1 191.45 237.45
## - adj_o_rk 1 191.86 237.86
## - nc_cur_sos 1 191.97 237.97
## - adj_d_rk 1 192.05 238.05
## - AvgHgt 1 192.49 238.49
## - threePRateD 1 192.79 238.79
## - adj_d 1 196.35 242.35
## - Orebper 1 198.17 244.17
## - ov_fut_sos 1 204.40 250.40
## - ov_elite_sos 1 224.11 270.11
## - wab 1 243.91 289.91
##
## Step: AIC=234.69
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + twoPper + threePper + OpAstper +
## threePRateD + Adj.T + AvgHgt + Exp + Ftper## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t 1 190.08 234.08
## - Ftper 1 190.37 234.37
## - FTRate 1 190.51 234.51
## - twoPper 1 190.56 234.56
## <none> 188.69 234.69
## - Adj.T 1 190.92 234.92
## - TOVperD 1 191.48 235.48
## - OpAstper 1 191.67 235.67
## - threePper 1 191.69 235.69
## - Exp 1 192.08 236.08
## - adj_o 1 192.21 236.21
## - adj_o_rk 1 192.89 236.89
## - eFGD. 1 192.92 236.92
## - nc_elite_sos 1 192.99 236.99
## - nc_cur_sos 1 193.28 237.28
## - adj_d_rk 1 193.84 237.84
## - threePRateD 1 193.96 237.96
## - AvgHgt 1 194.21 238.21
## - adj_d 1 197.66 241.66
## - Orebper 1 198.98 242.98
## - ov_fut_sos 1 205.86 249.86
## - ov_elite_sos 1 224.82 268.82
## - wab 1 244.63 288.63
##
## Step: AIC=234.08
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + wab + nc_elite_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + FTRate +
## TOVperD + Orebper + twoPper + threePper + OpAstper + threePRateD +
## Adj.T + AvgHgt + Exp + Ftper## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRate 1 190.98 232.98
## - Ftper 1 191.56 233.56
## - twoPper 1 191.93 233.93
## <none> 190.08 234.08
## - OpAstper 1 192.43 234.43
## - adj_o 1 192.89 234.89
## - TOVperD 1 192.91 234.91
## - Exp 1 193.44 235.44
## - threePper 1 193.47 235.47
## - adj_o_rk 1 193.65 235.65
## - nc_elite_sos 1 193.66 235.66
## - Adj.T 1 193.69 235.69
## - nc_cur_sos 1 193.89 235.89
## - threePRateD 1 194.26 236.26
## - adj_d_rk 1 194.55 236.55
## - eFGD. 1 194.65 236.65
## - AvgHgt 1 195.59 237.59
## - adj_d 1 198.57 240.57
## - Orebper 1 200.30 242.30
## - ov_fut_sos 1 206.18 248.18
## - ov_elite_sos 1 224.93 266.93
## - wab 1 245.04 287.04
##
## Step: AIC=232.98
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + wab + nc_elite_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD +
## Orebper + twoPper + threePper + OpAstper + threePRateD +
## Adj.T + AvgHgt + Exp + Ftper## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Ftper 1 192.45 232.45
## - twoPper 1 192.87 232.87
## <none> 190.98 232.98
## - OpAstper 1 193.23 233.23
## - adj_o 1 193.52 233.52
## - TOVperD 1 193.92 233.92
## - Exp 1 193.94 233.94
## - threePper 1 194.37 234.37
## - Adj.T 1 194.46 234.46
## - adj_o_rk 1 194.53 234.53
## - adj_d_rk 1 195.22 235.22
## - nc_elite_sos 1 195.59 235.59
## - eFGD. 1 195.78 235.78
## - nc_cur_sos 1 195.89 235.89
## - threePRateD 1 196.17 236.17
## - AvgHgt 1 196.33 236.33
## - adj_d 1 199.84 239.84
## - Orebper 1 200.30 240.30
## - ov_fut_sos 1 207.76 247.76
## - ov_elite_sos 1 226.31 266.31
## - wab 1 245.23 285.23
##
## Step: AIC=232.45
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + wab + nc_elite_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD +
## Orebper + twoPper + threePper + OpAstper + threePRateD +
## Adj.T + AvgHgt + Exp## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPper 1 193.59 231.59
## <none> 192.45 232.45
## - adj_o 1 194.69 232.69
## - OpAstper 1 195.18 233.18
## - TOVperD 1 195.49 233.49
## - Exp 1 195.63 233.63
## - Adj.T 1 195.73 233.73
## - threePper 1 195.87 233.87
## - adj_d_rk 1 196.37 234.37
## - adj_o_rk 1 196.56 234.56
## - AvgHgt 1 197.15 235.15
## - nc_elite_sos 1 197.26 235.26
## - eFGD. 1 197.40 235.40
## - nc_cur_sos 1 198.02 236.02
## - threePRateD 1 198.20 236.20
## - Orebper 1 200.44 238.44
## - adj_d 1 200.65 238.65
## - ov_fut_sos 1 209.84 247.84
## - ov_elite_sos 1 228.86 266.86
## - wab 1 247.48 285.48
##
## Step: AIC=231.59
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + wab + nc_elite_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD +
## Orebper + threePper + OpAstper + threePRateD + Adj.T + AvgHgt +
## Exp## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o 1 195.16 231.16
## <none> 193.59 231.59
## - OpAstper 1 195.93 231.93
## - threePper 1 196.23 232.23
## - Adj.T 1 196.28 232.28
## - Exp 1 196.68 232.68
## - TOVperD 1 196.69 232.69
## - adj_d_rk 1 197.60 233.60
## - AvgHgt 1 197.87 233.87
## - nc_elite_sos 1 197.92 233.92
## - eFGD. 1 198.14 234.14
## - adj_o_rk 1 198.61 234.61
## - nc_cur_sos 1 198.69 234.69
## - threePRateD 1 199.73 235.73
## - Orebper 1 200.50 236.50
## - adj_d 1 202.05 238.05
## - ov_fut_sos 1 210.03 246.03
## - ov_elite_sos 1 229.54 265.54
## - wab 1 248.93 284.93
##
## Step: AIC=231.16
## conf_winner ~ adj_o_rk + adj_d + adj_d_rk + wab + nc_elite_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD +
## Orebper + threePper + OpAstper + threePRateD + Adj.T + AvgHgt +
## Exp## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePper 1 196.69 230.69
## - OpAstper 1 196.86 230.86
## <none> 195.16 231.16
## - Adj.T 1 197.48 231.48
## - Exp 1 198.01 232.01
## - TOVperD 1 198.10 232.10
## - adj_o_rk 1 198.73 232.73
## - eFGD. 1 199.10 233.10
## - AvgHgt 1 199.25 233.25
## - nc_elite_sos 1 199.49 233.49
## - nc_cur_sos 1 199.89 233.89
## - adj_d_rk 1 200.46 234.46
## - Orebper 1 200.96 234.96
## - threePRateD 1 200.98 234.98
## - adj_d 1 206.95 240.95
## - ov_fut_sos 1 211.71 245.71
## - ov_elite_sos 1 232.14 266.14
## - wab 1 253.38 287.38
##
## Step: AIC=230.69
## conf_winner ~ adj_o_rk + adj_d + adj_d_rk + wab + nc_elite_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD +
## Orebper + OpAstper + threePRateD + Adj.T + AvgHgt + Exp## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpAstper 1 197.97 229.97
## <none> 196.69 230.69
## - Exp 1 198.99 230.99
## - Adj.T 1 199.44 231.44
## - TOVperD 1 199.58 231.58
## - eFGD. 1 200.24 232.24
## - nc_elite_sos 1 200.59 232.59
## - nc_cur_sos 1 201.02 233.02
## - adj_d_rk 1 201.18 233.18
## - AvgHgt 1 201.19 233.19
## - Orebper 1 201.49 233.49
## - threePRateD 1 201.54 233.54
## - adj_o_rk 1 203.39 235.39
## - adj_d 1 207.30 239.30
## - ov_fut_sos 1 212.03 244.03
## - ov_elite_sos 1 232.42 264.42
## - wab 1 254.92 286.92
##
## Step: AIC=229.97
## conf_winner ~ adj_o_rk + adj_d + adj_d_rk + wab + nc_elite_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD +
## Orebper + threePRateD + Adj.T + AvgHgt + Exp## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## <none> 197.97 229.97
## - Exp 1 200.05 230.05
## - Adj.T 1 200.20 230.20
## - TOVperD 1 201.53 231.53
## - threePRateD 1 201.55 231.55
## - eFGD. 1 201.63 231.63
## - adj_d_rk 1 201.96 231.96
## - Orebper 1 202.09 232.09
## - nc_elite_sos 1 202.24 232.24
## - nc_cur_sos 1 202.24 232.24
## - AvgHgt 1 202.38 232.38
## - adj_o_rk 1 204.26 234.26
## - adj_d 1 208.38 238.38
## - ov_fut_sos 1 213.02 243.02
## - ov_elite_sos 1 233.85 263.85
## - wab 1 255.76 285.76summary(OVR_lm.backward)##
## Call:
## glm(formula = conf_winner ~ adj_o_rk + adj_d + adj_d_rk + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## TOVperD + Orebper + threePRateD + Adj.T + AvgHgt + Exp, family = "binomial",
## data = ovr_train.df, na.action = na.exclude)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 56.90885 25.89581 2.198 0.02798 *
## adj_o_rk -0.03003 0.01383 -2.171 0.02995 *
## adj_d -0.50647 0.16149 -3.136 0.00171 **
## adj_d_rk 0.02966 0.01449 2.047 0.04067 *
## wab 0.72726 0.11787 6.170 0.000000000684 ***
## nc_elite_sos 0.17052 0.08218 2.075 0.03800 *
## nc_cur_sos -16.38211 7.77032 -2.108 0.03501 *
## ov_elite_sos -0.87970 0.16129 -5.454 0.000000049253 ***
## ov_fut_sos 69.73492 18.30951 3.809 0.00014 ***
## eFGD. 0.33538 0.17770 1.887 0.05911 .
## TOVperD -0.23537 0.12523 -1.880 0.06017 .
## Orebper 0.11623 0.05757 2.019 0.04348 *
## threePRateD 0.08930 0.04753 1.879 0.06025 .
## Adj.T -0.09197 0.06187 -1.486 0.13718
## AvgHgt -0.54956 0.26391 -2.082 0.03730 *
## Exp -0.72743 0.50597 -1.438 0.15052
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 520.32 on 952 degrees of freedom
## Residual deviance: 197.97 on 937 degrees of freedom
## AIC: 229.97
##
## Number of Fisher Scoring iterations: 9#accuracy
ovr.lm.back.pred <- predict(OVR_lm.backward, ovr_valid.df, na.action = na.pass)
accuracy(ovr.lm.back.pred, ovr_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set 7.519625 9.409487 7.755589 NaN InfBased on the backward selection, it is important to note that the variables selected from our function are adj_o_rk, adj_d, adj_d_rk, wab, nc_elite_sos, nc_cur_sos, ov_elite_sos, ov_fut_sos, eFGD., TOVperD, Orebper, threePRateD, Adj.T, AvgHgt, Exp. As stated before, positive coefficients increase the likelihood of being a conference winner while negative coefficients decrease the likelihood of being a conference winner. Several predictors, including adj_d, wab, nc_elite_sos, ov_elite_sos, ov_fut_sos, and AvgHgt, are statistically significant at a 5% significance level. The AIC is 229.97, providing a measure of model fit. A lower AIC indicates a better-fitting model
Forward Selection
OVR.lm.null <- lm(conf_winner ~ 1, data = ovr_train.df, na.action = na.exclude)
OVR.lm.forward <- step(OVR.lm.null, direction = 'forward', scope = list(lower = OVR.lm.null, upper = OVR_lm))## Start: AIC=-2510.47
## conf_winner ~ 1
##
## Df Sum of Sq RSS AIC
## + wab 1 13.9677 54.286 -2726.7
## + PPPOff 1 8.5049 59.749 -2635.3
## + adj_o 1 8.3786 59.875 -2633.3
## + barthag 1 6.2463 62.008 -2599.9
## + barthag_rk 1 5.8981 62.356 -2594.6
## + PPPDef 1 5.7485 62.505 -2592.3
## + adj_d 1 5.5948 62.659 -2590.0
## + eFG 1 5.3397 62.914 -2586.1
## + adj_o_rk 1 4.8578 63.396 -2578.8
## + twoPper 1 4.4821 63.772 -2573.2
## + Talent 1 4.3292 63.925 -2570.9
## + eFGD. 1 3.7859 64.468 -2562.8
## + adj_d_rk 1 3.6809 64.573 -2561.3
## + threePper 1 2.9213 65.333 -2550.2
## + twoPperD 1 2.6812 65.573 -2546.7
## + nc_fut_sos 1 2.3110 65.943 -2541.3
## + nc_cur_sos 1 2.3074 65.947 -2541.2
## + nc_elite_sos 1 2.2979 65.956 -2541.1
## + threePperD 1 2.2526 66.001 -2540.4
## + Orebper 1 2.1345 66.119 -2538.8
## + ov_fut_sos 1 1.6853 66.569 -2532.3
## + ov_cur_sos 1 1.6815 66.572 -2532.2
## + FTRateD 1 1.5973 66.657 -2531.0
## + Blkedper 1 1.3270 66.927 -2527.2
## + TOVper 1 1.1981 67.056 -2525.3
## + OpAstper 1 1.1270 67.127 -2524.3
## + Astper 1 0.9099 67.344 -2521.3
## + OpORebper 1 0.8567 67.397 -2520.5
## + Ftper 1 0.7899 67.464 -2519.6
## + EliteSOS 1 0.5592 67.695 -2516.3
## + Blkper 1 0.5398 67.714 -2516.0
## + ov_elite_sos 1 0.5284 67.726 -2515.9
## + EffHgt 1 0.4596 67.794 -2514.9
## + AvgHgt 1 0.2804 67.974 -2512.4
## + FTRate 1 0.2411 68.013 -2511.8
## + threePRateD 1 0.2315 68.022 -2511.7
## + Op.Ftper 1 0.2086 68.045 -2511.4
## <none> 68.254 -2510.5
## + TOVperD 1 0.1371 68.117 -2510.4
## + Exp 1 0.0650 68.189 -2509.4
## + adj_t_rk 1 0.0615 68.192 -2509.3
## + threePRate 1 0.0339 68.220 -2508.9
## + RawT 1 0.0229 68.231 -2508.8
## + adj_t 1 0.0202 68.234 -2508.8
## + Adj.T 1 0.0164 68.238 -2508.7
##
## Step: AIC=-2726.67
## conf_winner ~ wab
##
## Df Sum of Sq RSS AIC
## + barthag_rk 1 4.2991 49.987 -2803.3
## + barthag 1 3.9770 50.309 -2797.2
## + adj_o_rk 1 0.6533 53.633 -2736.2
## + adj_d_rk 1 0.6154 53.671 -2735.5
## + Exp 1 0.6005 53.686 -2735.3
## + ov_elite_sos 1 0.5377 53.749 -2734.2
## + EliteSOS 1 0.4923 53.794 -2733.3
## + Talent 1 0.2518 54.035 -2729.1
## + nc_fut_sos 1 0.1770 54.109 -2727.8
## + nc_cur_sos 1 0.1762 54.110 -2727.8
## + FTRateD 1 0.1758 54.110 -2727.8
## <none> 54.286 -2726.7
## + nc_elite_sos 1 0.1026 54.184 -2726.5
## + EffHgt 1 0.0973 54.189 -2726.4
## + twoPper 1 0.0665 54.220 -2725.8
## + eFG 1 0.0575 54.229 -2725.7
## + PPPOff 1 0.0447 54.242 -2725.5
## + twoPperD 1 0.0364 54.250 -2725.3
## + Blkper 1 0.0359 54.250 -2725.3
## + Orebper 1 0.0297 54.257 -2725.2
## + ov_cur_sos 1 0.0293 54.257 -2725.2
## + ov_fut_sos 1 0.0290 54.257 -2725.2
## + threePper 1 0.0279 54.258 -2725.2
## + Blkedper 1 0.0206 54.266 -2725.0
## + threePRate 1 0.0195 54.267 -2725.0
## + TOVper 1 0.0195 54.267 -2725.0
## + adj_t_rk 1 0.0173 54.269 -2725.0
## + OpAstper 1 0.0151 54.271 -2724.9
## + AvgHgt 1 0.0149 54.271 -2724.9
## + eFGD. 1 0.0142 54.272 -2724.9
## + Astper 1 0.0114 54.275 -2724.9
## + adj_d 1 0.0100 54.276 -2724.8
## + threePRateD 1 0.0100 54.276 -2724.8
## + adj_o 1 0.0054 54.281 -2724.8
## + OpORebper 1 0.0046 54.282 -2724.8
## + threePperD 1 0.0035 54.283 -2724.7
## + Op.Ftper 1 0.0028 54.284 -2724.7
## + TOVperD 1 0.0019 54.284 -2724.7
## + PPPDef 1 0.0018 54.284 -2724.7
## + RawT 1 0.0014 54.285 -2724.7
## + Ftper 1 0.0010 54.285 -2724.7
## + FTRate 1 0.0010 54.285 -2724.7
## + adj_t 1 0.0001 54.286 -2724.7
## + Adj.T 1 0.0001 54.286 -2724.7
##
## Step: AIC=-2803.3
## conf_winner ~ wab + barthag_rk
##
## Df Sum of Sq RSS AIC
## + PPPOff 1 0.56641 49.421 -2812.2
## + adj_o 1 0.49353 49.494 -2810.8
## + Talent 1 0.37110 49.616 -2808.4
## + nc_fut_sos 1 0.30643 49.681 -2807.2
## + nc_cur_sos 1 0.30600 49.681 -2807.2
## + ov_elite_sos 1 0.27106 49.716 -2806.5
## + eFG 1 0.25492 49.732 -2806.2
## + EliteSOS 1 0.23432 49.753 -2805.8
## + Exp 1 0.22481 49.762 -2805.6
## + PPPDef 1 0.21416 49.773 -2805.4
## + twoPper 1 0.20886 49.778 -2805.3
## + nc_elite_sos 1 0.18128 49.806 -2804.8
## + adj_d 1 0.17684 49.810 -2804.7
## + Orebper 1 0.13958 49.848 -2804.0
## + threePper 1 0.12474 49.862 -2803.7
## + OpORebper 1 0.11991 49.867 -2803.6
## <none> 49.987 -2803.3
## + EffHgt 1 0.09972 49.887 -2803.2
## + adj_o_rk 1 0.09512 49.892 -2803.1
## + FTRateD 1 0.07597 49.911 -2802.8
## + Astper 1 0.07210 49.915 -2802.7
## + threePperD 1 0.05851 49.929 -2802.4
## + OpAstper 1 0.05217 49.935 -2802.3
## + barthag 1 0.04886 49.938 -2802.2
## + eFGD. 1 0.04150 49.946 -2802.1
## + AvgHgt 1 0.02714 49.960 -2801.8
## + FTRate 1 0.02305 49.964 -2801.7
## + Ftper 1 0.02088 49.966 -2801.7
## + Op.Ftper 1 0.01715 49.970 -2801.6
## + threePRateD 1 0.01456 49.973 -2801.6
## + twoPperD 1 0.01042 49.977 -2801.5
## + TOVper 1 0.00915 49.978 -2801.5
## + Blkper 1 0.00693 49.980 -2801.4
## + ov_fut_sos 1 0.00328 49.984 -2801.4
## + ov_cur_sos 1 0.00323 49.984 -2801.4
## + adj_t 1 0.00217 49.985 -2801.3
## + Adj.T 1 0.00188 49.985 -2801.3
## + adj_d_rk 1 0.00068 49.987 -2801.3
## + TOVperD 1 0.00060 49.987 -2801.3
## + adj_t_rk 1 0.00051 49.987 -2801.3
## + Blkedper 1 0.00021 49.987 -2801.3
## + threePRate 1 0.00015 49.987 -2801.3
## + RawT 1 0.00002 49.987 -2801.3
##
## Step: AIC=-2812.16
## conf_winner ~ wab + barthag_rk + PPPOff
##
## Df Sum of Sq RSS AIC
## + adj_d 1 2.43724 46.984 -2858.4
## + PPPDef 1 1.45873 47.962 -2838.7
## + adj_d_rk 1 0.60779 48.813 -2821.9
## + nc_fut_sos 1 0.40461 49.016 -2818.0
## + nc_cur_sos 1 0.40451 49.016 -2818.0
## + eFGD. 1 0.40033 49.020 -2817.9
## + Talent 1 0.34324 49.078 -2816.8
## + threePperD 1 0.29728 49.124 -2815.9
## + Exp 1 0.26215 49.159 -2815.2
## + nc_elite_sos 1 0.22227 49.199 -2814.4
## + twoPperD 1 0.16432 49.256 -2813.3
## + adj_o_rk 1 0.15073 49.270 -2813.1
## + OpORebper 1 0.14713 49.274 -2813.0
## + ov_elite_sos 1 0.12126 49.300 -2812.5
## <none> 49.421 -2812.2
## + EffHgt 1 0.10298 49.318 -2812.2
## + Orebper 1 0.10174 49.319 -2812.1
## + EliteSOS 1 0.09301 49.328 -2811.9
## + ov_fut_sos 1 0.07075 49.350 -2811.5
## + ov_cur_sos 1 0.07069 49.350 -2811.5
## + TOVperD 1 0.05902 49.362 -2811.3
## + OpAstper 1 0.05018 49.371 -2811.1
## + TOVper 1 0.04921 49.372 -2811.1
## + FTRateD 1 0.04872 49.372 -2811.1
## + FTRate 1 0.04682 49.374 -2811.1
## + adj_t 1 0.04343 49.377 -2811.0
## + Astper 1 0.03173 49.389 -2810.8
## + AvgHgt 1 0.03129 49.390 -2810.8
## + Adj.T 1 0.02768 49.393 -2810.7
## + RawT 1 0.02050 49.400 -2810.6
## + threePRate 1 0.01967 49.401 -2810.5
## + twoPper 1 0.01345 49.407 -2810.4
## + barthag 1 0.01238 49.408 -2810.4
## + threePper 1 0.01053 49.410 -2810.4
## + adj_t_rk 1 0.01021 49.411 -2810.4
## + Ftper 1 0.01012 49.411 -2810.3
## + threePRateD 1 0.00674 49.414 -2810.3
## + Op.Ftper 1 0.00337 49.417 -2810.2
## + Blkper 1 0.00302 49.418 -2810.2
## + adj_o 1 0.00274 49.418 -2810.2
## + Blkedper 1 0.00184 49.419 -2810.2
## + eFG 1 0.00009 49.421 -2810.2
##
## Step: AIC=-2858.36
## conf_winner ~ wab + barthag_rk + PPPOff + adj_d
##
## Df Sum of Sq RSS AIC
## + adj_o 1 1.05174 45.932 -2877.9
## + nc_cur_sos 1 0.80780 46.176 -2872.9
## + nc_fut_sos 1 0.80714 46.176 -2872.9
## + ov_cur_sos 1 0.46174 46.522 -2865.8
## + ov_fut_sos 1 0.46127 46.522 -2865.8
## + nc_elite_sos 1 0.40216 46.581 -2864.6
## + barthag 1 0.27605 46.708 -2862.0
## + adj_o_rk 1 0.22607 46.757 -2860.9
## + OpORebper 1 0.20143 46.782 -2860.4
## + Talent 1 0.17410 46.809 -2859.9
## + Exp 1 0.15126 46.832 -2859.4
## + twoPperD 1 0.12385 46.860 -2858.9
## + Op.Ftper 1 0.11976 46.864 -2858.8
## + FTRate 1 0.11193 46.872 -2858.6
## + adj_d_rk 1 0.10853 46.875 -2858.6
## <none> 46.984 -2858.4
## + FTRateD 1 0.09795 46.886 -2858.3
## + threePRateD 1 0.08528 46.898 -2858.1
## + Blkedper 1 0.06919 46.914 -2857.8
## + EffHgt 1 0.05598 46.928 -2857.5
## + twoPper 1 0.05595 46.928 -2857.5
## + AvgHgt 1 0.05238 46.931 -2857.4
## + eFGD. 1 0.04987 46.934 -2857.4
## + TOVperD 1 0.04954 46.934 -2857.4
## + threePRate 1 0.04928 46.934 -2857.4
## + Ftper 1 0.04811 46.935 -2857.3
## + Blkper 1 0.03548 46.948 -2857.1
## + threePperD 1 0.03273 46.951 -2857.0
## + RawT 1 0.02766 46.956 -2856.9
## + Adj.T 1 0.02595 46.958 -2856.9
## + OpAstper 1 0.01817 46.965 -2856.7
## + threePper 1 0.01646 46.967 -2856.7
## + eFG 1 0.00904 46.975 -2856.5
## + ov_elite_sos 1 0.00767 46.976 -2856.5
## + Orebper 1 0.00500 46.979 -2856.5
## + Astper 1 0.00374 46.980 -2856.4
## + adj_t 1 0.00363 46.980 -2856.4
## + PPPDef 1 0.00121 46.982 -2856.4
## + TOVper 1 0.00084 46.983 -2856.4
## + adj_t_rk 1 0.00063 46.983 -2856.4
## + EliteSOS 1 0.00009 46.983 -2856.4
##
## Step: AIC=-2877.93
## conf_winner ~ wab + barthag_rk + PPPOff + adj_d + adj_o
##
## Df Sum of Sq RSS AIC
## + ov_elite_sos 1 0.64685 45.285 -2889.4
## + barthag 1 0.57974 45.352 -2888.0
## + EliteSOS 1 0.49968 45.432 -2886.4
## + nc_cur_sos 1 0.36777 45.564 -2883.6
## + nc_fut_sos 1 0.36751 45.564 -2883.6
## + OpORebper 1 0.20088 45.731 -2880.1
## + Exp 1 0.17409 45.758 -2879.6
## + Talent 1 0.14055 45.791 -2878.8
## + nc_elite_sos 1 0.12097 45.811 -2878.4
## <none> 45.932 -2877.9
## + threePRateD 1 0.08610 45.846 -2877.7
## + twoPper 1 0.07377 45.858 -2877.5
## + FTRateD 1 0.06595 45.866 -2877.3
## + Op.Ftper 1 0.06326 45.869 -2877.2
## + EffHgt 1 0.05870 45.873 -2877.2
## + PPPDef 1 0.05843 45.873 -2877.1
## + adj_o_rk 1 0.04550 45.886 -2876.9
## + AvgHgt 1 0.04217 45.890 -2876.8
## + Blkedper 1 0.03970 45.892 -2876.8
## + threePper 1 0.03911 45.893 -2876.7
## + FTRate 1 0.03801 45.894 -2876.7
## + adj_d_rk 1 0.03656 45.895 -2876.7
## + RawT 1 0.03596 45.896 -2876.7
## + Ftper 1 0.03363 45.898 -2876.6
## + twoPperD 1 0.02924 45.903 -2876.5
## + TOVperD 1 0.02846 45.903 -2876.5
## + threePperD 1 0.02726 45.905 -2876.5
## + Adj.T 1 0.02244 45.909 -2876.4
## + OpAstper 1 0.01889 45.913 -2876.3
## + threePRate 1 0.01609 45.916 -2876.3
## + ov_cur_sos 1 0.00786 45.924 -2876.1
## + ov_fut_sos 1 0.00782 45.924 -2876.1
## + Blkper 1 0.00687 45.925 -2876.1
## + adj_t 1 0.00639 45.925 -2876.1
## + eFGD. 1 0.00597 45.926 -2876.1
## + adj_t_rk 1 0.00563 45.926 -2876.1
## + eFG 1 0.00562 45.926 -2876.1
## + Astper 1 0.00172 45.930 -2876.0
## + Orebper 1 0.00091 45.931 -2875.9
## + TOVper 1 0.00000 45.932 -2875.9
##
## Step: AIC=-2889.45
## conf_winner ~ wab + barthag_rk + PPPOff + adj_d + adj_o + ov_elite_sos
##
## Df Sum of Sq RSS AIC
## + ov_cur_sos 1 0.91905 44.366 -2907.0
## + ov_fut_sos 1 0.91562 44.369 -2906.9
## + barthag 1 0.52521 44.760 -2898.6
## + nc_cur_sos 1 0.47158 44.813 -2897.4
## + nc_fut_sos 1 0.47084 44.814 -2897.4
## + nc_elite_sos 1 0.32325 44.962 -2894.3
## + Exp 1 0.18610 45.099 -2891.4
## + EliteSOS 1 0.15079 45.134 -2890.6
## + PPPDef 1 0.13731 45.148 -2890.3
## + OpORebper 1 0.13022 45.155 -2890.2
## + Talent 1 0.11901 45.166 -2890.0
## + Op.Ftper 1 0.10008 45.185 -2889.6
## <none> 45.285 -2889.4
## + eFGD. 1 0.09061 45.194 -2889.4
## + twoPperD 1 0.07746 45.208 -2889.1
## + threePRateD 1 0.05849 45.226 -2888.7
## + TOVperD 1 0.05217 45.233 -2888.6
## + Blkedper 1 0.05149 45.233 -2888.5
## + twoPper 1 0.04031 45.245 -2888.3
## + FTRate 1 0.04016 45.245 -2888.3
## + FTRateD 1 0.03969 45.245 -2888.3
## + adj_o_rk 1 0.03871 45.246 -2888.3
## + threePper 1 0.03552 45.249 -2888.2
## + Ftper 1 0.03119 45.254 -2888.1
## + adj_d_rk 1 0.02801 45.257 -2888.0
## + Blkper 1 0.02767 45.257 -2888.0
## + EffHgt 1 0.02469 45.260 -2888.0
## + AvgHgt 1 0.02064 45.264 -2887.9
## + RawT 1 0.01361 45.271 -2887.7
## + Astper 1 0.01145 45.274 -2887.7
## + threePRate 1 0.00885 45.276 -2887.6
## + Adj.T 1 0.00709 45.278 -2887.6
## + adj_t 1 0.00166 45.283 -2887.5
## + TOVper 1 0.00093 45.284 -2887.5
## + threePperD 1 0.00092 45.284 -2887.5
## + adj_t_rk 1 0.00031 45.285 -2887.4
## + eFG 1 0.00030 45.285 -2887.4
## + OpAstper 1 0.00019 45.285 -2887.4
## + Orebper 1 0.00006 45.285 -2887.4
##
## Step: AIC=-2906.99
## conf_winner ~ wab + barthag_rk + PPPOff + adj_d + adj_o + ov_elite_sos +
## ov_cur_sos
##
## Df Sum of Sq RSS AIC
## + barthag 1 0.50693 43.859 -2915.9
## + Exp 1 0.18218 44.184 -2908.9
## <none> 44.366 -2907.0
## + EliteSOS 1 0.07436 44.292 -2906.6
## + Blkedper 1 0.06451 44.301 -2906.4
## + adj_d_rk 1 0.06383 44.302 -2906.4
## + nc_elite_sos 1 0.05935 44.307 -2906.3
## + Talent 1 0.05156 44.314 -2906.1
## + Astper 1 0.04148 44.324 -2905.9
## + OpORebper 1 0.03746 44.328 -2905.8
## + FTRate 1 0.03422 44.332 -2905.7
## + eFGD. 1 0.03204 44.334 -2905.7
## + adj_o_rk 1 0.02989 44.336 -2905.6
## + Blkper 1 0.02670 44.339 -2905.6
## + twoPperD 1 0.02560 44.340 -2905.5
## + threePRateD 1 0.02362 44.342 -2905.5
## + Op.Ftper 1 0.02305 44.343 -2905.5
## + FTRateD 1 0.02232 44.344 -2905.5
## + twoPper 1 0.01450 44.351 -2905.3
## + Orebper 1 0.01388 44.352 -2905.3
## + threePper 1 0.01251 44.353 -2905.3
## + Ftper 1 0.00739 44.359 -2905.2
## + TOVper 1 0.00479 44.361 -2905.1
## + OpAstper 1 0.00444 44.361 -2905.1
## + nc_cur_sos 1 0.00361 44.362 -2905.1
## + nc_fut_sos 1 0.00351 44.362 -2905.1
## + adj_t 1 0.00208 44.364 -2905.0
## + TOVperD 1 0.00146 44.364 -2905.0
## + ov_fut_sos 1 0.00141 44.365 -2905.0
## + PPPDef 1 0.00140 44.365 -2905.0
## + EffHgt 1 0.00056 44.365 -2905.0
## + Adj.T 1 0.00045 44.365 -2905.0
## + AvgHgt 1 0.00040 44.366 -2905.0
## + threePRate 1 0.00037 44.366 -2905.0
## + threePperD 1 0.00017 44.366 -2905.0
## + adj_t_rk 1 0.00008 44.366 -2905.0
## + eFG 1 0.00002 44.366 -2905.0
## + RawT 1 0.00001 44.366 -2905.0
##
## Step: AIC=-2915.94
## conf_winner ~ wab + barthag_rk + PPPOff + adj_d + adj_o + ov_elite_sos +
## ov_cur_sos + barthag
##
## Df Sum of Sq RSS AIC
## + Exp 1 0.147520 43.711 -2917.2
## + adj_o_rk 1 0.125744 43.733 -2916.7
## + adj_d_rk 1 0.103576 43.755 -2916.2
## <none> 43.859 -2915.9
## + nc_elite_sos 1 0.064767 43.794 -2915.3
## + Blkedper 1 0.055996 43.803 -2915.2
## + Astper 1 0.055428 43.804 -2915.1
## + EliteSOS 1 0.046522 43.812 -2914.9
## + Talent 1 0.033304 43.826 -2914.7
## + Blkper 1 0.029673 43.829 -2914.6
## + Orebper 1 0.028808 43.830 -2914.6
## + eFGD. 1 0.019806 43.839 -2914.4
## + FTRateD 1 0.019392 43.840 -2914.4
## + TOVper 1 0.018401 43.841 -2914.3
## + twoPper 1 0.014803 43.844 -2914.3
## + threePper 1 0.014202 43.845 -2914.2
## + FTRate 1 0.013496 43.846 -2914.2
## + twoPperD 1 0.012566 43.846 -2914.2
## + Op.Ftper 1 0.011155 43.848 -2914.2
## + threePRateD 1 0.010341 43.849 -2914.2
## + nc_cur_sos 1 0.009461 43.850 -2914.1
## + nc_fut_sos 1 0.009178 43.850 -2914.1
## + OpAstper 1 0.008452 43.851 -2914.1
## + threePRate 1 0.007186 43.852 -2914.1
## + Ftper 1 0.006072 43.853 -2914.1
## + OpORebper 1 0.005530 43.853 -2914.1
## + ov_fut_sos 1 0.004159 43.855 -2914.0
## + AvgHgt 1 0.001050 43.858 -2914.0
## + PPPDef 1 0.000633 43.858 -2913.9
## + adj_t 1 0.000612 43.858 -2913.9
## + EffHgt 1 0.000425 43.859 -2913.9
## + threePperD 1 0.000406 43.859 -2913.9
## + TOVperD 1 0.000346 43.859 -2913.9
## + Adj.T 1 0.000221 43.859 -2913.9
## + eFG 1 0.000199 43.859 -2913.9
## + RawT 1 0.000085 43.859 -2913.9
## + adj_t_rk 1 0.000013 43.859 -2913.9
##
## Step: AIC=-2917.15
## conf_winner ~ wab + barthag_rk + PPPOff + adj_d + adj_o + ov_elite_sos +
## ov_cur_sos + barthag + Exp
##
## Df Sum of Sq RSS AIC
## + adj_o_rk 1 0.122624 43.589 -2917.8
## + adj_d_rk 1 0.107217 43.604 -2917.5
## <none> 43.711 -2917.2
## + Astper 1 0.057016 43.654 -2916.4
## + Blkper 1 0.055351 43.656 -2916.4
## + EliteSOS 1 0.055156 43.656 -2916.3
## + nc_elite_sos 1 0.050105 43.661 -2916.2
## + Blkedper 1 0.044421 43.667 -2916.1
## + eFGD. 1 0.036403 43.675 -2915.9
## + FTRate 1 0.035073 43.676 -2915.9
## + FTRateD 1 0.028055 43.683 -2915.8
## + twoPperD 1 0.024435 43.687 -2915.7
## + Op.Ftper 1 0.023769 43.688 -2915.7
## + twoPper 1 0.016991 43.694 -2915.5
## + threePRateD 1 0.015597 43.696 -2915.5
## + OpORebper 1 0.014647 43.697 -2915.5
## + threePper 1 0.013004 43.698 -2915.4
## + Ftper 1 0.012530 43.699 -2915.4
## + Orebper 1 0.011137 43.700 -2915.4
## + OpAstper 1 0.009360 43.702 -2915.3
## + AvgHgt 1 0.005188 43.706 -2915.3
## + nc_cur_sos 1 0.004808 43.707 -2915.2
## + adj_t 1 0.004749 43.707 -2915.2
## + nc_fut_sos 1 0.004635 43.707 -2915.2
## + TOVper 1 0.004303 43.707 -2915.2
## + ov_fut_sos 1 0.003036 43.708 -2915.2
## + Adj.T 1 0.002453 43.709 -2915.2
## + threePRate 1 0.002279 43.709 -2915.2
## + PPPDef 1 0.002211 43.709 -2915.2
## + adj_t_rk 1 0.001661 43.710 -2915.2
## + Talent 1 0.001162 43.710 -2915.2
## + threePperD 1 0.001014 43.710 -2915.2
## + RawT 1 0.000502 43.711 -2915.2
## + TOVperD 1 0.000314 43.711 -2915.2
## + EffHgt 1 0.000158 43.711 -2915.2
## + eFG 1 0.000017 43.711 -2915.2
##
## Step: AIC=-2917.83
## conf_winner ~ wab + barthag_rk + PPPOff + adj_d + adj_o + ov_elite_sos +
## ov_cur_sos + barthag + Exp + adj_o_rk
##
## Df Sum of Sq RSS AIC
## <none> 43.589 -2917.8
## + EliteSOS 1 0.086276 43.503 -2917.7
## + nc_elite_sos 1 0.047922 43.541 -2916.9
## + Blkper 1 0.047866 43.541 -2916.9
## + Blkedper 1 0.046135 43.543 -2916.8
## + Astper 1 0.044546 43.544 -2916.8
## + FTRate 1 0.041417 43.547 -2916.7
## + OpORebper 1 0.034818 43.554 -2916.6
## + eFGD. 1 0.033997 43.555 -2916.6
## + Op.Ftper 1 0.033372 43.555 -2916.6
## + threePRateD 1 0.029347 43.560 -2916.5
## + FTRateD 1 0.027237 43.562 -2916.4
## + twoPperD 1 0.024587 43.564 -2916.4
## + twoPper 1 0.020028 43.569 -2916.3
## + adj_d_rk 1 0.017108 43.572 -2916.2
## + Ftper 1 0.014920 43.574 -2916.2
## + threePper 1 0.012757 43.576 -2916.1
## + OpAstper 1 0.007266 43.582 -2916.0
## + adj_t_rk 1 0.005505 43.583 -2915.9
## + PPPDef 1 0.004894 43.584 -2915.9
## + TOVperD 1 0.004603 43.584 -2915.9
## + nc_cur_sos 1 0.004032 43.585 -2915.9
## + nc_fut_sos 1 0.003893 43.585 -2915.9
## + Orebper 1 0.003491 43.585 -2915.9
## + adj_t 1 0.002765 43.586 -2915.9
## + ov_fut_sos 1 0.002326 43.587 -2915.9
## + Adj.T 1 0.001668 43.587 -2915.9
## + AvgHgt 1 0.001361 43.587 -2915.9
## + Talent 1 0.001168 43.588 -2915.8
## + TOVper 1 0.000823 43.588 -2915.8
## + threePRate 1 0.000790 43.588 -2915.8
## + threePperD 1 0.000200 43.589 -2915.8
## + EffHgt 1 0.000147 43.589 -2915.8
## + eFG 1 0.000086 43.589 -2915.8
## + RawT 1 0.000040 43.589 -2915.8#accuracy
ovr.lm.forward.pred <- predict(OVR.lm.forward, ovr_valid.df, na.action = na.pass)
accuracy(ovr.lm.forward.pred, ovr_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set -0.0003519304 0.2517486 0.1587212 NaN InfStepwise Selection
OVR.lm.stepwise <- step(OVR_lm, direction = 'both')## Start: AIC=264.3
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=264.3
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_fut_sos 1 176.30 262.30
## - nc_cur_sos 1 176.30 262.30
## - barthag 1 176.30 262.30
## - Astper 1 176.31 262.31
## - TOVper 1 176.31 262.31
## - adj_t_rk 1 176.32 262.32
## - PPPOff 1 176.34 262.34
## - barthag_rk 1 176.36 262.36
## - eFG 1 176.38 262.38
## - Talent 1 176.39 262.39
## - EffHgt 1 176.44 262.44
## - FTRateD 1 176.65 262.65
## - Orebper 1 176.90 262.90
## - RawT 1 176.92 262.92
## - threePRate 1 176.93 262.93
## - threePper 1 176.97 262.97
## - twoPper 1 176.98 262.98
## - Ftper 1 177.11 263.11
## - EliteSOS 1 177.25 263.25
## - Blkper 1 177.28 263.28
## - FTRate 1 177.31 263.31
## - Op.Ftper 1 177.34 263.34
## - adj_t 1 177.41 263.41
## - PPPDef 1 177.73 263.73
## - OpORebper 1 177.89 263.89
## - adj_d 1 178.00 264.00
## - TOVperD 1 178.03 264.02
## - twoPperD 1 178.05 264.05
## - threePperD 1 178.14 264.14
## - adj_d_rk 1 178.30 264.30
## <none> 176.30 264.30
## - adj_o 1 178.47 264.47
## - Blkedper 1 178.53 264.53
## - nc_elite_sos 1 178.99 264.99
## - AvgHgt 1 179.70 265.70
## - Exp 1 179.83 265.83
## - OpAstper 1 180.09 266.09
## - eFGD. 1 180.18 266.18
## - threePRateD 1 180.74 266.74
## - adj_o_rk 1 180.81 266.81
## - Adj.T 1 181.01 267.01
## - ov_elite_sos 1 185.44 271.44
## - ov_fut_sos 1 191.40 277.40
## - wab 1 226.16 312.15## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=262.3
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_cur_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag 1 176.30 260.30
## - Astper 1 176.31 260.31
## - TOVper 1 176.31 260.31
## - adj_t_rk 1 176.32 260.32
## - PPPOff 1 176.34 260.34
## - barthag_rk 1 176.36 260.36
## - eFG 1 176.38 260.38
## - Talent 1 176.39 260.39
## - EffHgt 1 176.44 260.44
## - FTRateD 1 176.65 260.65
## - Orebper 1 176.90 260.90
## - RawT 1 176.92 260.92
## - threePRate 1 176.93 260.93
## - threePper 1 176.97 260.97
## - twoPper 1 176.98 260.98
## - Ftper 1 177.11 261.11
## - EliteSOS 1 177.25 261.25
## - Blkper 1 177.28 261.28
## - FTRate 1 177.31 261.31
## - Op.Ftper 1 177.34 261.34
## - adj_t 1 177.41 261.41
## - PPPDef 1 177.73 261.73
## - OpORebper 1 177.89 261.89
## - adj_d 1 178.00 262.00
## - TOVperD 1 178.03 262.02
## - twoPperD 1 178.05 262.05
## - threePperD 1 178.14 262.14
## - adj_d_rk 1 178.30 262.30
## <none> 176.30 262.30
## - adj_o 1 178.47 262.47
## - Blkedper 1 178.53 262.53
## - nc_cur_sos 1 178.67 262.67
## - nc_elite_sos 1 178.99 262.99
## - AvgHgt 1 179.70 263.70
## - Exp 1 179.83 263.83
## - OpAstper 1 180.09 264.09
## - eFGD. 1 180.18 264.18
## + nc_fut_sos 1 176.30 264.30
## + ov_cur_sos 1 176.30 264.30
## - threePRateD 1 180.74 264.74
## - adj_o_rk 1 180.81 264.81
## - Adj.T 1 181.01 265.01
## - ov_elite_sos 1 185.44 269.44
## - ov_fut_sos 1 191.40 275.40
## - wab 1 226.16 310.16## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=260.3
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Astper 1 176.31 258.31
## - TOVper 1 176.31 258.31
## - adj_t_rk 1 176.32 258.32
## - PPPOff 1 176.34 258.34
## - eFG 1 176.38 258.38
## - Talent 1 176.39 258.39
## - EffHgt 1 176.44 258.44
## - barthag_rk 1 176.44 258.44
## - FTRateD 1 176.65 258.65
## - Orebper 1 176.90 258.90
## - RawT 1 176.92 258.92
## - threePRate 1 176.94 258.94
## - threePper 1 176.98 258.98
## - twoPper 1 176.99 258.99
## - Ftper 1 177.11 259.11
## - EliteSOS 1 177.25 259.25
## - FTRate 1 177.31 259.31
## - Blkper 1 177.31 259.31
## - Op.Ftper 1 177.35 259.35
## - adj_t 1 177.44 259.44
## - PPPDef 1 177.75 259.75
## - OpORebper 1 177.92 259.92
## - twoPperD 1 178.05 260.05
## - TOVperD 1 178.05 260.05
## - threePperD 1 178.14 260.14
## <none> 176.30 260.30
## - adj_d_rk 1 178.32 260.32
## - Blkedper 1 178.53 260.53
## - nc_cur_sos 1 178.70 260.70
## - adj_o 1 178.93 260.93
## - adj_d 1 178.97 260.97
## - nc_elite_sos 1 179.02 261.02
## - AvgHgt 1 179.72 261.72
## - Exp 1 179.83 261.83
## - OpAstper 1 180.09 262.09
## - eFGD. 1 180.19 262.19
## + barthag 1 176.30 262.30
## + nc_fut_sos 1 176.30 262.30
## + ov_cur_sos 1 176.30 262.30
## - threePRateD 1 180.76 262.76
## - adj_o_rk 1 180.94 262.94
## - Adj.T 1 181.07 263.07
## - ov_elite_sos 1 185.47 267.47
## - ov_fut_sos 1 191.41 273.41
## - wab 1 226.54 308.54## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=258.31
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - TOVper 1 176.32 256.32
## - adj_t_rk 1 176.33 256.33
## - PPPOff 1 176.34 256.34
## - eFG 1 176.38 256.38
## - Talent 1 176.39 256.39
## - EffHgt 1 176.44 256.44
## - barthag_rk 1 176.45 256.45
## - FTRateD 1 176.66 256.66
## - Orebper 1 176.91 256.91
## - RawT 1 176.92 256.92
## - threePRate 1 176.94 256.94
## - threePper 1 176.98 256.98
## - twoPper 1 176.99 256.99
## - Ftper 1 177.12 257.12
## - EliteSOS 1 177.28 257.27
## - Blkper 1 177.34 257.34
## - Op.Ftper 1 177.35 257.35
## - FTRate 1 177.36 257.36
## - adj_t 1 177.45 257.45
## - PPPDef 1 177.75 257.75
## - OpORebper 1 177.93 257.93
## - twoPperD 1 178.06 258.06
## - TOVperD 1 178.06 258.06
## - threePperD 1 178.15 258.15
## <none> 176.31 258.31
## - adj_d_rk 1 178.32 258.32
## - Blkedper 1 178.55 258.55
## - nc_cur_sos 1 178.70 258.70
## - adj_o 1 178.93 258.93
## - adj_d 1 178.97 258.97
## - nc_elite_sos 1 179.02 259.02
## - AvgHgt 1 179.77 259.77
## - Exp 1 179.89 259.89
## - eFGD. 1 180.20 260.20
## + Astper 1 176.30 260.30
## + barthag 1 176.31 260.31
## + ov_cur_sos 1 176.31 260.31
## + nc_fut_sos 1 176.31 260.31
## - OpAstper 1 180.63 260.63
## - threePRateD 1 180.78 260.78
## - adj_o_rk 1 180.94 260.94
## - Adj.T 1 181.10 261.10
## - ov_elite_sos 1 185.55 265.55
## - ov_fut_sos 1 191.45 271.45
## - wab 1 226.77 306.77## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=256.32
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVperD + Orebper +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t_rk 1 176.34 254.34
## - Talent 1 176.41 254.41
## - EffHgt 1 176.44 254.44
## - barthag_rk 1 176.46 254.46
## - eFG 1 176.55 254.55
## - FTRateD 1 176.68 254.68
## - PPPOff 1 176.85 254.85
## - RawT 1 176.94 254.94
## - threePper 1 176.99 254.99
## - twoPper 1 177.01 255.01
## - EliteSOS 1 177.33 255.33
## - Blkper 1 177.34 255.34
## - Op.Ftper 1 177.38 255.38
## - threePRate 1 177.38 255.38
## - adj_t 1 177.46 255.46
## - PPPDef 1 177.91 255.91
## - twoPperD 1 178.06 256.06
## - threePperD 1 178.15 256.15
## - OpORebper 1 178.19 256.19
## - TOVperD 1 178.31 256.31
## <none> 176.32 256.32
## - adj_d_rk 1 178.32 256.32
## - Blkedper 1 178.55 256.55
## - nc_cur_sos 1 178.71 256.71
## - Ftper 1 178.72 256.73
## - adj_o 1 178.93 256.93
## - adj_d 1 178.97 256.97
## - nc_elite_sos 1 179.03 257.03
## - FTRate 1 179.08 257.08
## - AvgHgt 1 179.81 257.81
## - Exp 1 179.89 257.89
## + TOVper 1 176.31 258.31
## + Astper 1 176.31 258.31
## + barthag 1 176.32 258.32
## + ov_cur_sos 1 176.32 258.32
## + nc_fut_sos 1 176.32 258.32
## - eFGD. 1 180.50 258.50
## - OpAstper 1 180.63 258.63
## - threePRateD 1 180.99 258.99
## - adj_o_rk 1 181.04 259.04
## - Adj.T 1 181.12 259.12
## - Orebper 1 184.30 262.30
## - ov_elite_sos 1 185.77 263.77
## - ov_fut_sos 1 191.51 269.51
## - wab 1 227.11 305.11## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=254.34
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk +
## adj_t + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVperD + Orebper +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Talent 1 176.43 252.43
## - EffHgt 1 176.46 252.46
## - barthag_rk 1 176.48 252.48
## - eFG 1 176.57 252.57
## - FTRateD 1 176.70 252.70
## - PPPOff 1 176.88 252.88
## - RawT 1 176.98 252.98
## - threePper 1 177.02 253.02
## - twoPper 1 177.04 253.04
## - EliteSOS 1 177.34 253.34
## - Blkper 1 177.37 253.37
## - Op.Ftper 1 177.41 253.41
## - threePRate 1 177.47 253.47
## - adj_t 1 177.58 253.58
## - PPPDef 1 177.93 253.93
## - twoPperD 1 178.12 254.12
## - threePperD 1 178.21 254.21
## - OpORebper 1 178.22 254.22
## - TOVperD 1 178.31 254.31
## <none> 176.34 254.34
## - Blkedper 1 178.57 254.57
## - adj_d_rk 1 178.59 254.59
## - Ftper 1 178.74 254.74
## - nc_cur_sos 1 178.77 254.77
## - adj_o 1 178.97 254.97
## - FTRate 1 179.08 255.08
## - nc_elite_sos 1 179.10 255.10
## - adj_d 1 179.11 255.11
## - AvgHgt 1 179.85 255.85
## - Exp 1 179.99 255.99
## + adj_t_rk 1 176.32 256.32
## + TOVper 1 176.33 256.33
## + Astper 1 176.34 256.34
## + barthag 1 176.34 256.34
## + ov_cur_sos 1 176.34 256.34
## + nc_fut_sos 1 176.34 256.34
## - eFGD. 1 180.55 256.55
## - OpAstper 1 180.65 256.65
## - threePRateD 1 180.99 256.99
## - adj_o_rk 1 181.05 257.05
## - Adj.T 1 181.12 257.12
## - Orebper 1 184.33 260.33
## - ov_elite_sos 1 186.23 262.23
## - ov_fut_sos 1 191.55 267.55
## - wab 1 227.39 303.39## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=252.43
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk +
## adj_t + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVperD + Orebper +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EffHgt 1 176.56 250.56
## - barthag_rk 1 176.59 250.59
## - eFG 1 176.66 250.66
## - FTRateD 1 176.91 250.91
## - PPPOff 1 176.95 250.95
## - RawT 1 177.05 251.05
## - threePper 1 177.10 251.10
## - twoPper 1 177.12 251.12
## - EliteSOS 1 177.37 251.37
## - Blkper 1 177.42 251.42
## - threePRate 1 177.47 251.47
## - adj_t 1 177.67 251.67
## - Op.Ftper 1 177.69 251.69
## - twoPperD 1 178.14 252.14
## - PPPDef 1 178.20 252.20
## - threePperD 1 178.22 252.22
## <none> 176.43 252.43
## - OpORebper 1 178.55 252.55
## - adj_d_rk 1 178.61 252.61
## - Blkedper 1 178.63 252.63
## - TOVperD 1 178.66 252.66
## - Ftper 1 178.80 252.80
## - nc_cur_sos 1 178.98 252.98
## - adj_o 1 179.04 253.04
## - FTRate 1 179.12 253.12
## - adj_d 1 179.16 253.16
## - nc_elite_sos 1 179.25 253.25
## - AvgHgt 1 180.05 254.05
## + Talent 1 176.34 254.34
## + TOVper 1 176.41 254.41
## + adj_t_rk 1 176.41 254.41
## - Exp 1 180.42 254.42
## + Astper 1 176.42 254.42
## + barthag 1 176.43 254.43
## + nc_fut_sos 1 176.43 254.43
## + ov_cur_sos 1 176.43 254.43
## - eFGD. 1 180.63 254.63
## - OpAstper 1 180.65 254.65
## - adj_o_rk 1 181.07 255.07
## - Adj.T 1 181.15 255.15
## - threePRateD 1 181.38 255.38
## - Orebper 1 184.34 258.34
## - ov_elite_sos 1 186.26 260.26
## - ov_fut_sos 1 191.61 265.61
## - wab 1 227.39 301.39## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=250.56
## conf_winner ~ barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk +
## adj_t + wab + nc_elite_sos + nc_cur_sos + ov_elite_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVperD + Orebper +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + Exp + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag_rk 1 176.72 248.72
## - eFG 1 176.82 248.82
## - PPPOff 1 177.08 249.08
## - FTRateD 1 177.09 249.09
## - RawT 1 177.22 249.22
## - threePper 1 177.27 249.27
## - twoPper 1 177.30 249.30
## - EliteSOS 1 177.53 249.53
## - threePRate 1 177.56 249.56
## - Blkper 1 177.70 249.70
## - adj_t 1 177.84 249.84
## - Op.Ftper 1 177.91 249.91
## - twoPperD 1 178.35 250.35
## - threePperD 1 178.44 250.44
## - PPPDef 1 178.46 250.46
## <none> 176.56 250.56
## - Blkedper 1 178.70 250.70
## - OpORebper 1 178.72 250.72
## - Ftper 1 178.80 250.80
## - TOVperD 1 178.80 250.80
## - adj_d_rk 1 178.85 250.85
## - adj_o 1 179.13 251.13
## - nc_cur_sos 1 179.15 251.15
## - adj_d 1 179.16 251.16
## - FTRate 1 179.17 251.17
## - nc_elite_sos 1 179.39 251.39
## + EffHgt 1 176.43 252.43
## + Talent 1 176.46 252.46
## + adj_t_rk 1 176.54 252.54
## - Exp 1 180.54 252.54
## + TOVper 1 176.55 252.55
## + Astper 1 176.56 252.56
## + barthag 1 176.56 252.56
## + nc_fut_sos 1 176.56 252.56
## + ov_cur_sos 1 176.56 252.56
## - OpAstper 1 180.67 252.67
## - eFGD. 1 180.92 252.92
## - adj_o_rk 1 181.27 253.27
## - Adj.T 1 181.46 253.46
## - threePRateD 1 181.70 253.70
## - AvgHgt 1 183.09 255.09
## - Orebper 1 184.34 256.34
## - ov_elite_sos 1 186.41 258.41
## - ov_fut_sos 1 191.97 263.97
## - wab 1 227.46 299.46## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=248.72
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + OpAstper + threePRate + threePRateD + Adj.T +
## AvgHgt + Exp + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFG 1 176.98 246.98
## - FTRateD 1 177.22 247.22
## - PPPOff 1 177.37 247.37
## - RawT 1 177.41 247.41
## - threePper 1 177.42 247.42
## - twoPper 1 177.46 247.46
## - EliteSOS 1 177.63 247.63
## - threePRate 1 177.79 247.79
## - Blkper 1 177.83 247.83
## - adj_t 1 177.89 247.89
## - Op.Ftper 1 177.98 247.98
## - twoPperD 1 178.51 248.51
## - PPPDef 1 178.59 248.59
## - threePperD 1 178.59 248.59
## <none> 176.72 248.72
## - OpORebper 1 178.85 248.85
## - Ftper 1 178.90 248.90
## - TOVperD 1 178.95 248.95
## - Blkedper 1 179.02 249.02
## - adj_d 1 179.16 249.16
## - nc_cur_sos 1 179.24 249.24
## - FTRate 1 179.28 249.28
## - nc_elite_sos 1 179.42 249.42
## - adj_d_rk 1 180.01 250.01
## - adj_o 1 180.47 250.47
## + barthag_rk 1 176.56 250.56
## + EffHgt 1 176.59 250.59
## + Talent 1 176.60 250.60
## + barthag 1 176.61 250.61
## + adj_t_rk 1 176.70 250.70
## + TOVper 1 176.71 250.71
## + Astper 1 176.71 250.71
## + nc_fut_sos 1 176.72 250.72
## + ov_cur_sos 1 176.72 250.72
## - Exp 1 180.79 250.79
## - OpAstper 1 180.96 250.96
## - eFGD. 1 181.06 251.06
## - Adj.T 1 181.47 251.47
## - adj_o_rk 1 181.60 251.60
## - threePRateD 1 181.90 251.90
## - AvgHgt 1 183.18 253.18
## - Orebper 1 184.59 254.59
## - ov_elite_sos 1 186.43 256.43
## - ov_fut_sos 1 192.03 262.03
## - wab 1 227.59 297.59## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=246.98
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + FTRateD + TOVperD + Orebper + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + Exp +
## Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRateD 1 177.47 245.47
## - PPPOff 1 177.65 245.65
## - RawT 1 177.74 245.74
## - EliteSOS 1 177.81 245.81
## - adj_t 1 178.02 246.02
## - Blkper 1 178.19 246.19
## - Op.Ftper 1 178.25 246.25
## - threePRate 1 178.57 246.57
## - threePper 1 178.78 246.78
## - PPPDef 1 178.81 246.81
## - twoPperD 1 178.82 246.82
## - threePperD 1 178.88 246.88
## <none> 176.98 246.98
## - Ftper 1 179.09 247.09
## - OpORebper 1 179.12 247.12
## - TOVperD 1 179.20 247.20
## - nc_cur_sos 1 179.45 247.45
## - adj_d 1 179.50 247.50
## - FTRate 1 179.51 247.51
## - Blkedper 1 179.59 247.59
## - nc_elite_sos 1 179.68 247.68
## - twoPper 1 179.69 247.69
## - adj_d_rk 1 180.30 248.30
## + eFG 1 176.72 248.72
## + TOVper 1 176.80 248.80
## + EffHgt 1 176.81 248.81
## + barthag_rk 1 176.82 248.82
## - adj_o 1 180.84 248.84
## + Talent 1 176.87 248.87
## + barthag 1 176.88 248.88
## + adj_t_rk 1 176.96 248.96
## + Astper 1 176.97 248.97
## + ov_cur_sos 1 176.97 248.97
## + nc_fut_sos 1 176.97 248.97
## - Exp 1 181.01 249.01
## - OpAstper 1 181.31 249.31
## - eFGD. 1 181.35 249.35
## - Adj.T 1 181.57 249.57
## - adj_o_rk 1 182.04 250.04
## - threePRateD 1 182.30 250.30
## - AvgHgt 1 183.37 251.37
## - Orebper 1 184.89 252.89
## - ov_elite_sos 1 186.53 254.53
## - ov_fut_sos 1 192.47 260.48
## - wab 1 228.36 296.36## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=245.48
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + OpAstper +
## threePRate + threePRateD + Adj.T + AvgHgt + Exp + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - PPPOff 1 178.23 244.23
## - RawT 1 178.26 244.26
## - Blkper 1 178.29 244.29
## - Op.Ftper 1 178.29 244.29
## - EliteSOS 1 178.48 244.48
## - adj_t 1 178.58 244.58
## - threePper 1 179.27 245.27
## - threePRate 1 179.46 245.46
## <none> 177.47 245.47
## - twoPperD 1 179.51 245.51
## - PPPDef 1 179.55 245.55
## - Ftper 1 179.63 245.63
## - threePperD 1 179.70 245.70
## - adj_d 1 179.76 245.76
## - FTRate 1 179.82 245.82
## - nc_cur_sos 1 180.00 246.00
## - twoPper 1 180.19 246.19
## - Blkedper 1 180.25 246.25
## - nc_elite_sos 1 180.28 246.28
## - OpORebper 1 180.46 246.46
## - adj_d_rk 1 180.53 246.53
## + FTRateD 1 176.98 246.98
## + eFG 1 177.22 247.22
## + Talent 1 177.25 247.25
## + EffHgt 1 177.25 247.25
## - TOVperD 1 181.28 247.28
## + barthag_rk 1 177.34 247.34
## - eFGD. 1 181.39 247.39
## - Exp 1 181.40 247.40
## + barthag 1 177.41 247.41
## + TOVper 1 177.45 247.45
## + adj_t_rk 1 177.46 247.46
## + Astper 1 177.47 247.47
## + nc_fut_sos 1 177.47 247.47
## + ov_cur_sos 1 177.47 247.47
## - adj_o 1 181.65 247.65
## - OpAstper 1 182.09 248.09
## - Adj.T 1 182.18 248.18
## - threePRateD 1 182.35 248.35
## - adj_o_rk 1 182.79 248.79
## - AvgHgt 1 185.18 251.18
## - Orebper 1 185.47 251.47
## - ov_elite_sos 1 187.70 253.70
## - ov_fut_sos 1 193.12 259.12
## - wab 1 228.55 294.55## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=244.23
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + OpAstper +
## threePRate + threePRateD + Adj.T + AvgHgt + Exp + Ftper +
## Op.Ftper + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkper 1 178.91 242.91
## - RawT 1 178.96 242.96
## - EliteSOS 1 178.97 242.97
## - Op.Ftper 1 179.24 243.24
## - adj_t 1 179.54 243.54
## - threePRate 1 179.77 243.77
## - FTRate 1 180.17 244.17
## <none> 178.23 244.23
## - PPPDef 1 180.25 244.25
## - twoPperD 1 180.45 244.45
## - Blkedper 1 180.52 244.52
## - threePperD 1 180.60 244.60
## - Ftper 1 180.89 244.89
## - adj_d_rk 1 181.19 245.19
## - threePper 1 181.25 245.25
## - adj_d 1 181.36 245.36
## - nc_cur_sos 1 181.36 245.36
## + PPPOff 1 177.47 245.47
## - OpORebper 1 181.49 245.49
## + TOVper 1 177.54 245.54
## - nc_elite_sos 1 181.58 245.58
## + FTRateD 1 177.65 245.65
## - Exp 1 181.92 245.92
## + eFG 1 177.96 245.96
## + barthag_rk 1 177.97 245.97
## + Talent 1 178.01 246.01
## + EffHgt 1 178.02 246.02
## + barthag 1 178.09 246.09
## + adj_t_rk 1 178.21 246.21
## + Astper 1 178.22 246.22
## + ov_cur_sos 1 178.23 246.23
## + nc_fut_sos 1 178.23 246.23
## - eFGD. 1 182.59 246.59
## - twoPper 1 182.63 246.63
## - TOVperD 1 182.65 246.65
## - threePRateD 1 182.73 246.73
## - OpAstper 1 182.80 246.80
## - Adj.T 1 183.24 247.24
## - adj_o 1 183.28 247.28
## - adj_o_rk 1 183.98 247.98
## - AvgHgt 1 185.72 249.72
## - ov_elite_sos 1 188.24 252.24
## - Orebper 1 189.10 253.10
## - ov_fut_sos 1 194.06 258.06
## - wab 1 230.80 294.80## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=242.9
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkedper + OpAstper +
## threePRate + threePRateD + Adj.T + AvgHgt + Exp + Ftper +
## Op.Ftper + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - RawT 1 179.48 241.48
## - EliteSOS 1 179.59 241.59
## - Op.Ftper 1 179.87 241.87
## - threePRate 1 180.34 242.34
## - adj_t 1 180.40 242.40
## - FTRate 1 180.51 242.51
## - twoPperD 1 180.83 242.83
## <none> 178.91 242.91
## - PPPDef 1 181.07 243.07
## - threePperD 1 181.10 243.10
## - Blkedper 1 181.46 243.46
## - Ftper 1 181.59 243.59
## - nc_cur_sos 1 181.73 243.73
## - OpORebper 1 182.02 244.02
## - adj_d_rk 1 182.05 244.05
## - nc_elite_sos 1 182.06 244.06
## - threePper 1 182.10 244.10
## + Blkper 1 178.23 244.23
## + TOVper 1 178.24 244.24
## - Exp 1 182.29 244.29
## + PPPOff 1 178.29 244.29
## - adj_d 1 182.35 244.35
## + eFG 1 178.55 244.55
## + EffHgt 1 178.57 244.57
## + barthag_rk 1 178.67 244.67
## + FTRateD 1 178.75 244.75
## + Talent 1 178.80 244.80
## + barthag 1 178.81 244.81
## - threePRateD 1 182.82 244.82
## + Astper 1 178.85 244.85
## + adj_t_rk 1 178.88 244.88
## + ov_cur_sos 1 178.91 244.91
## + nc_fut_sos 1 178.91 244.91
## - eFGD. 1 183.12 245.12
## - OpAstper 1 183.29 245.29
## - twoPper 1 183.32 245.32
## - TOVperD 1 183.66 245.66
## - adj_o 1 183.91 245.91
## - Adj.T 1 183.92 245.92
## - adj_o_rk 1 184.91 246.91
## - AvgHgt 1 187.18 249.18
## - ov_elite_sos 1 188.54 250.54
## - Orebper 1 189.15 251.15
## - ov_fut_sos 1 194.13 256.13
## - wab 1 230.81 292.81## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=241.48
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + twoPper + twoPperD +
## threePper + threePperD + Blkedper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + Exp + Ftper + Op.Ftper + PPPDef +
## EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EliteSOS 1 180.30 240.30
## - Op.Ftper 1 180.37 240.37
## - threePRate 1 180.74 240.74
## - FTRate 1 181.10 241.10
## - twoPperD 1 181.27 241.27
## <none> 179.48 241.48
## - threePperD 1 181.54 241.54
## - PPPDef 1 181.72 241.72
## - Blkedper 1 181.90 241.90
## - Ftper 1 182.12 242.12
## - adj_t 1 182.28 242.28
## - threePper 1 182.42 242.42
## - nc_cur_sos 1 182.56 242.56
## - Exp 1 182.58 242.58
## - adj_d_rk 1 182.66 242.66
## - OpORebper 1 182.71 242.71
## - adj_d 1 182.77 242.77
## + TOVper 1 178.80 242.80
## + PPPOff 1 178.89 242.89
## - nc_elite_sos 1 182.90 242.90
## + RawT 1 178.91 242.91
## + Blkper 1 178.96 242.96
## + eFG 1 179.06 243.06
## + EffHgt 1 179.08 243.08
## + barthag_rk 1 179.21 243.21
## + FTRateD 1 179.29 243.29
## + barthag 1 179.37 243.37
## + Talent 1 179.39 243.39
## + adj_t_rk 1 179.43 243.43
## + Astper 1 179.44 243.44
## + nc_fut_sos 1 179.48 243.48
## + ov_cur_sos 1 179.48 243.48
## - eFGD. 1 183.55 243.55
## - threePRateD 1 183.68 243.68
## - twoPper 1 183.84 243.84
## - Adj.T 1 183.97 243.97
## - OpAstper 1 184.15 244.15
## - TOVperD 1 184.23 244.23
## - adj_o 1 184.57 244.57
## - adj_o_rk 1 185.66 245.66
## - AvgHgt 1 187.47 247.47
## - Orebper 1 189.53 249.53
## - ov_elite_sos 1 189.81 249.81
## - ov_fut_sos 1 195.49 255.49
## - wab 1 231.12 291.12## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=240.3
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + twoPper + twoPperD +
## threePper + threePperD + Blkedper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + Exp + Ftper + Op.Ftper + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Op.Ftper 1 181.25 239.25
## - threePRate 1 181.40 239.40
## - FTRate 1 181.93 239.93
## - twoPperD 1 182.27 240.27
## <none> 180.30 240.30
## - PPPDef 1 182.38 240.38
## - adj_t 1 182.39 240.39
## - Ftper 1 182.51 240.51
## - threePperD 1 182.55 240.55
## - Blkedper 1 182.66 240.66
## - threePper 1 183.02 241.02
## - adj_d_rk 1 183.32 241.32
## - Exp 1 183.38 241.38
## + EliteSOS 1 179.48 241.48
## - OpORebper 1 183.49 241.49
## + RawT 1 179.59 241.59
## - adj_d 1 183.67 241.67
## + Blkper 1 179.85 241.85
## + TOVper 1 179.85 241.85
## + EffHgt 1 179.87 241.87
## + PPPOff 1 179.95 241.95
## - Adj.T 1 183.98 241.98
## + FTRateD 1 179.99 241.99
## + eFG 1 180.00 242.00
## + barthag_rk 1 180.12 242.12
## + barthag 1 180.24 242.24
## + Talent 1 180.27 242.27
## + Astper 1 180.28 242.28
## + adj_t_rk 1 180.30 242.30
## + ov_cur_sos 1 180.30 242.30
## + nc_fut_sos 1 180.30 242.30
## - twoPper 1 184.34 242.34
## - nc_cur_sos 1 184.45 242.45
## - eFGD. 1 184.58 242.58
## - nc_elite_sos 1 184.59 242.59
## - threePRateD 1 184.78 242.78
## - OpAstper 1 184.89 242.89
## - adj_o 1 184.94 242.94
## - TOVperD 1 185.12 243.12
## - adj_o_rk 1 186.34 244.34
## - AvgHgt 1 188.23 246.23
## - Orebper 1 189.75 247.75
## - ov_fut_sos 1 198.34 256.34
## - ov_elite_sos 1 218.62 276.62
## - wab 1 233.08 291.08## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=239.25
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + twoPper + twoPperD +
## threePper + threePperD + Blkedper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + Exp + Ftper + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRate 1 182.30 238.30
## - PPPDef 1 182.43 238.43
## - twoPperD 1 182.91 238.91
## - adj_t 1 183.18 239.18
## - threePperD 1 183.21 239.21
## <none> 181.25 239.25
## - OpORebper 1 183.49 239.49
## - FTRate 1 183.54 239.54
## - Blkedper 1 183.58 239.58
## - Ftper 1 183.78 239.78
## - threePper 1 184.00 240.00
## - Exp 1 184.02 240.02
## - adj_d_rk 1 184.17 240.17
## + Op.Ftper 1 180.30 240.30
## + EliteSOS 1 180.37 240.37
## - Adj.T 1 184.60 240.60
## + RawT 1 180.63 240.63
## + TOVper 1 180.65 240.65
## - eFGD. 1 184.77 240.77
## + PPPOff 1 180.77 240.77
## + EffHgt 1 180.78 240.78
## + Blkper 1 180.83 240.83
## - adj_d 1 184.87 240.87
## + eFG 1 180.93 240.93
## - TOVperD 1 185.14 241.14
## + barthag_rk 1 181.16 241.16
## + FTRateD 1 181.17 241.17
## + Talent 1 181.21 241.21
## + barthag 1 181.21 241.21
## + Astper 1 181.25 241.25
## + adj_t_rk 1 181.25 241.25
## + ov_cur_sos 1 181.25 241.25
## + nc_fut_sos 1 181.25 241.25
## - nc_elite_sos 1 185.34 241.34
## - threePRateD 1 185.50 241.50
## - twoPper 1 185.81 241.81
## - nc_cur_sos 1 185.81 241.81
## - adj_o 1 186.07 242.07
## - OpAstper 1 186.44 242.44
## - adj_o_rk 1 187.27 243.27
## - AvgHgt 1 188.76 244.76
## - Orebper 1 191.19 247.19
## - ov_fut_sos 1 200.00 256.00
## - ov_elite_sos 1 220.50 276.50
## - wab 1 234.41 290.40## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=238.3
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + twoPper + twoPperD +
## threePper + threePperD + Blkedper + OpAstper + threePRateD +
## Adj.T + AvgHgt + Exp + Ftper + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPperD 1 183.68 237.68
## - PPPDef 1 183.74 237.74
## - Blkedper 1 183.76 237.76
## - threePperD 1 183.97 237.97
## - FTRate 1 184.16 238.16
## <none> 182.30 238.30
## - adj_t 1 184.78 238.78
## - Exp 1 185.13 239.13
## - Ftper 1 185.14 239.14
## - OpORebper 1 185.18 239.18
## - threePper 1 185.19 239.19
## + threePRate 1 181.25 239.25
## - adj_d_rk 1 185.38 239.38
## + Op.Ftper 1 181.40 239.40
## + TOVper 1 181.47 239.47
## + EliteSOS 1 181.57 239.57
## + eFG 1 181.57 239.57
## - eFGD. 1 185.60 239.60
## + RawT 1 181.85 239.85
## + EffHgt 1 181.91 239.91
## + Blkper 1 181.91 239.91
## - nc_elite_sos 1 186.07 240.07
## + PPPOff 1 182.10 240.10
## - twoPper 1 186.12 240.12
## + barthag_rk 1 182.16 240.16
## - Adj.T 1 186.24 240.24
## + barthag 1 182.26 240.26
## + FTRateD 1 182.27 240.27
## + adj_t_rk 1 182.28 240.28
## + Talent 1 182.30 240.30
## + Astper 1 182.30 240.30
## + nc_fut_sos 1 182.30 240.30
## + ov_cur_sos 1 182.30 240.30
## - adj_d 1 186.60 240.60
## - nc_cur_sos 1 186.70 240.70
## - TOVperD 1 187.30 241.30
## - threePRateD 1 187.37 241.37
## - adj_o 1 187.46 241.46
## - OpAstper 1 187.75 241.75
## - adj_o_rk 1 188.47 242.47
## - AvgHgt 1 189.41 243.41
## - Orebper 1 194.68 248.68
## - ov_fut_sos 1 200.41 254.41
## - ov_elite_sos 1 220.52 274.52
## - wab 1 234.75 288.75## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=237.68
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + twoPper + threePper +
## threePperD + Blkedper + OpAstper + threePRateD + Adj.T +
## AvgHgt + Exp + Ftper + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePperD 1 184.16 236.16
## - PPPDef 1 184.83 236.83
## - Blkedper 1 185.33 237.33
## <none> 183.68 237.68
## - FTRate 1 185.86 237.86
## - Exp 1 186.21 238.21
## + twoPperD 1 182.30 238.30
## - Ftper 1 186.38 238.38
## - OpORebper 1 186.42 238.42
## - adj_d_rk 1 186.53 238.53
## - threePper 1 186.58 238.58
## - adj_t 1 186.69 238.69
## + EliteSOS 1 182.81 238.81
## + threePRate 1 182.91 238.91
## + TOVper 1 182.93 238.93
## + eFG 1 183.02 239.02
## + Op.Ftper 1 183.06 239.06
## + EffHgt 1 183.14 239.14
## - twoPper 1 187.18 239.18
## + RawT 1 183.29 239.29
## + PPPOff 1 183.39 239.39
## + Blkper 1 183.47 239.47
## + barthag_rk 1 183.54 239.54
## + barthag 1 183.62 239.62
## + adj_t_rk 1 183.63 239.63
## + Talent 1 183.66 239.66
## + FTRateD 1 183.68 239.68
## + Astper 1 183.68 239.68
## + ov_cur_sos 1 183.68 239.68
## + nc_fut_sos 1 183.68 239.68
## - nc_elite_sos 1 187.76 239.76
## - adj_d 1 188.14 240.14
## - Adj.T 1 188.18 240.18
## - nc_cur_sos 1 188.40 240.40
## - TOVperD 1 188.60 240.60
## - adj_o 1 188.64 240.64
## - OpAstper 1 188.74 240.74
## - adj_o_rk 1 189.49 241.49
## - eFGD. 1 189.95 241.95
## - AvgHgt 1 190.08 242.08
## - threePRateD 1 191.26 243.26
## - Orebper 1 196.25 248.25
## - ov_fut_sos 1 201.45 253.45
## - ov_elite_sos 1 221.48 273.48
## - wab 1 237.10 289.10## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=236.16
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + twoPper + threePper +
## Blkedper + OpAstper + threePRateD + Adj.T + AvgHgt + Exp +
## Ftper + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - PPPDef 1 185.45 235.45
## - Blkedper 1 185.94 235.94
## <none> 184.16 236.16
## - FTRate 1 186.39 236.39
## - Ftper 1 186.75 236.75
## - adj_t 1 186.83 236.83
## - threePper 1 186.99 236.99
## - OpORebper 1 187.05 237.05
## - Exp 1 187.07 237.07
## - adj_d_rk 1 187.25 237.25
## + EliteSOS 1 183.29 237.29
## - twoPper 1 187.35 237.35
## + threePRate 1 183.37 237.37
## + Op.Ftper 1 183.47 237.47
## + TOVper 1 183.50 237.50
## + EffHgt 1 183.55 237.55
## + eFG 1 183.56 237.56
## + threePperD 1 183.68 237.68
## + Blkper 1 183.75 237.75
## + RawT 1 183.78 237.78
## + PPPOff 1 183.94 237.94
## + twoPperD 1 183.97 237.97
## + barthag_rk 1 184.06 238.06
## + barthag 1 184.12 238.12
## + adj_t_rk 1 184.13 238.13
## + Talent 1 184.14 238.14
## + FTRateD 1 184.16 238.16
## + Astper 1 184.16 238.16
## + nc_fut_sos 1 184.16 238.16
## + ov_cur_sos 1 184.16 238.16
## - Adj.T 1 188.28 238.28
## - nc_elite_sos 1 188.28 238.28
## - adj_o 1 188.74 238.74
## - nc_cur_sos 1 188.81 238.81
## - adj_d 1 188.82 238.82
## - TOVperD 1 189.20 239.20
## - OpAstper 1 189.22 239.22
## - adj_o_rk 1 189.72 239.72
## - eFGD. 1 190.06 240.06
## - AvgHgt 1 190.44 240.44
## - threePRateD 1 191.87 241.87
## - Orebper 1 196.38 246.38
## - ov_fut_sos 1 201.95 251.95
## - ov_elite_sos 1 221.89 271.89
## - wab 1 237.12 287.12## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=235.45
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + OpORebper + twoPper + threePper +
## Blkedper + OpAstper + threePRateD + Adj.T + AvgHgt + Exp +
## Ftper## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpORebper 1 187.05 235.05
## <none> 185.45 235.45
## - Blkedper 1 187.53 235.53
## - threePper 1 187.72 235.72
## - adj_t 1 187.86 235.86
## - Ftper 1 187.87 235.87
## + PPPDef 1 184.16 236.16
## - twoPper 1 188.19 236.19
## - Exp 1 188.21 236.21
## - FTRate 1 188.24 236.24
## + threePRate 1 184.40 236.40
## + EffHgt 1 184.79 236.79
## + EliteSOS 1 184.80 236.80
## + threePperD 1 184.83 236.83
## + eFG 1 184.85 236.85
## + Blkper 1 184.86 236.86
## + RawT 1 184.96 236.96
## + FTRateD 1 184.99 236.99
## + TOVper 1 185.05 237.05
## - Adj.T 1 189.11 237.11
## + twoPperD 1 185.15 237.15
## - adj_d_rk 1 189.20 237.20
## + barthag_rk 1 185.27 237.27
## + PPPOff 1 185.35 237.35
## - adj_o 1 189.38 237.38
## + barthag 1 185.38 237.38
## + Talent 1 185.38 237.38
## + adj_t_rk 1 185.43 237.43
## + Op.Ftper 1 185.44 237.44
## + Astper 1 185.44 237.44
## + ov_cur_sos 1 185.45 237.45
## + nc_fut_sos 1 185.45 237.45
## - nc_elite_sos 1 189.47 237.47
## - TOVperD 1 189.77 237.77
## - nc_cur_sos 1 190.17 238.17
## - OpAstper 1 190.24 238.24
## - adj_o_rk 1 190.71 238.71
## - AvgHgt 1 191.13 239.13
## - eFGD. 1 191.39 239.39
## - threePRateD 1 192.75 240.75
## - adj_d 1 196.20 244.20
## - Orebper 1 196.66 244.66
## - ov_fut_sos 1 202.12 250.12
## - ov_elite_sos 1 224.08 272.08
## - wab 1 242.80 290.80
##
## Step: AIC=235.05
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + twoPper + threePper + Blkedper +
## OpAstper + threePRateD + Adj.T + AvgHgt + Exp + Ftper## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkedper 1 188.69 234.69
## - Ftper 1 188.84 234.84
## <none> 187.05 235.05
## - adj_t 1 189.16 235.16
## - FTRate 1 189.36 235.36
## + OpORebper 1 185.45 235.45
## - threePper 1 189.61 235.61
## + threePRate 1 185.66 235.66
## - twoPper 1 189.73 235.73
## + FTRateD 1 185.94 235.94
## - TOVperD 1 189.94 235.94
## - Adj.T 1 190.24 236.24
## + eFG 1 186.33 236.33
## - Exp 1 190.34 236.34
## + EliteSOS 1 186.37 236.37
## + threePperD 1 186.43 236.43
## + RawT 1 186.50 236.50
## + TOVper 1 186.53 236.53
## - OpAstper 1 190.61 236.61
## + Blkper 1 186.70 236.70
## + barthag_rk 1 186.75 236.75
## + twoPperD 1 186.76 236.76
## + EffHgt 1 186.81 236.81
## + PPPOff 1 186.84 236.84
## - adj_o 1 190.96 236.96
## + Talent 1 186.96 236.96
## + Astper 1 186.98 236.98
## + barthag 1 187.00 237.00
## + Op.Ftper 1 187.01 237.01
## + adj_t_rk 1 187.02 237.02
## + PPPDef 1 187.05 237.05
## + nc_fut_sos 1 187.05 237.05
## + ov_cur_sos 1 187.05 237.05
## - nc_elite_sos 1 191.30 237.30
## - eFGD. 1 191.45 237.45
## - adj_o_rk 1 191.86 237.86
## - nc_cur_sos 1 191.97 237.97
## - adj_d_rk 1 192.05 238.05
## - AvgHgt 1 192.49 238.49
## - threePRateD 1 192.79 238.79
## - adj_d 1 196.35 242.35
## - Orebper 1 198.17 244.17
## - ov_fut_sos 1 204.40 250.40
## - ov_elite_sos 1 224.11 270.11
## - wab 1 243.91 289.91
##
## Step: AIC=234.69
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + TOVperD + Orebper + twoPper + threePper + OpAstper +
## threePRateD + Adj.T + AvgHgt + Exp + Ftper## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t 1 190.08 234.08
## - Ftper 1 190.37 234.37
## - FTRate 1 190.51 234.51
## - twoPper 1 190.56 234.56
## <none> 188.69 234.69
## - Adj.T 1 190.92 234.92
## + Blkedper 1 187.05 235.05
## + FTRateD 1 187.47 235.47
## - TOVperD 1 191.48 235.48
## + OpORebper 1 187.53 235.53
## - OpAstper 1 191.67 235.67
## - threePper 1 191.69 235.69
## + threePperD 1 187.95 235.95
## + eFG 1 187.97 235.97
## + EliteSOS 1 187.99 235.99
## - Exp 1 192.08 236.08
## + Blkper 1 188.08 236.08
## + RawT 1 188.11 236.11
## - adj_o 1 192.21 236.21
## + barthag_rk 1 188.30 236.30
## + twoPperD 1 188.34 236.34
## + threePRate 1 188.40 236.40
## + EffHgt 1 188.42 236.42
## + barthag 1 188.53 236.53
## + TOVper 1 188.58 236.58
## + PPPOff 1 188.64 236.64
## + Op.Ftper 1 188.65 236.65
## + Talent 1 188.65 236.65
## + PPPDef 1 188.66 236.66
## + adj_t_rk 1 188.69 236.69
## + Astper 1 188.69 236.69
## + nc_fut_sos 1 188.69 236.69
## + ov_cur_sos 1 188.69 236.69
## - adj_o_rk 1 192.89 236.89
## - eFGD. 1 192.92 236.92
## - nc_elite_sos 1 192.99 236.99
## - nc_cur_sos 1 193.28 237.28
## - adj_d_rk 1 193.84 237.84
## - threePRateD 1 193.96 237.96
## - AvgHgt 1 194.21 238.21
## - adj_d 1 197.66 241.66
## - Orebper 1 198.98 242.98
## - ov_fut_sos 1 205.86 249.86
## - ov_elite_sos 1 224.82 268.82
## - wab 1 244.63 288.63
##
## Step: AIC=234.08
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + wab + nc_elite_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + FTRate +
## TOVperD + Orebper + twoPper + threePper + OpAstper + threePRateD +
## Adj.T + AvgHgt + Exp + Ftper## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRate 1 190.98 232.98
## - Ftper 1 191.56 233.56
## - twoPper 1 191.93 233.93
## <none> 190.08 234.08
## - OpAstper 1 192.43 234.43
## + adj_t 1 188.69 234.69
## + RawT 1 188.71 234.71
## - adj_o 1 192.89 234.89
## - TOVperD 1 192.91 234.91
## + OpORebper 1 189.06 235.06
## + Blkedper 1 189.16 235.16
## + FTRateD 1 189.30 235.30
## - Exp 1 193.44 235.44
## + eFG 1 189.47 235.47
## - threePper 1 193.47 235.47
## + threePRate 1 189.48 235.48
## + Blkper 1 189.63 235.63
## - adj_o_rk 1 193.65 235.65
## - nc_elite_sos 1 193.66 235.66
## - Adj.T 1 193.69 235.69
## + threePperD 1 189.73 235.73
## + EffHgt 1 189.75 235.75
## + TOVper 1 189.77 235.77
## + barthag_rk 1 189.82 235.82
## + PPPOff 1 189.86 235.86
## + adj_t_rk 1 189.87 235.87
## - nc_cur_sos 1 193.89 235.89
## + EliteSOS 1 189.97 235.97
## + twoPperD 1 189.99 235.99
## + Talent 1 190.01 236.01
## + Op.Ftper 1 190.03 236.03
## + barthag 1 190.03 236.03
## + PPPDef 1 190.06 236.06
## + Astper 1 190.06 236.06
## + nc_fut_sos 1 190.08 236.08
## + ov_cur_sos 1 190.08 236.08
## - threePRateD 1 194.26 236.26
## - adj_d_rk 1 194.55 236.55
## - eFGD. 1 194.65 236.65
## - AvgHgt 1 195.59 237.59
## - adj_d 1 198.57 240.57
## - Orebper 1 200.30 242.30
## - ov_fut_sos 1 206.18 248.18
## - ov_elite_sos 1 224.93 266.93
## - wab 1 245.04 287.04
##
## Step: AIC=232.98
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + wab + nc_elite_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD +
## Orebper + twoPper + threePper + OpAstper + threePRateD +
## Adj.T + AvgHgt + Exp + Ftper## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Ftper 1 192.45 232.45
## - twoPper 1 192.87 232.87
## <none> 190.98 232.98
## - OpAstper 1 193.23 233.23
## - adj_o 1 193.52 233.52
## + FTRateD 1 189.82 233.82
## - TOVperD 1 193.92 233.92
## - Exp 1 193.94 233.94
## + RawT 1 190.02 234.02
## + FTRate 1 190.08 234.08
## + Blkedper 1 190.14 234.14
## + OpORebper 1 190.16 234.16
## - threePper 1 194.37 234.37
## + TOVper 1 190.44 234.44
## - Adj.T 1 194.46 234.46
## + threePperD 1 190.50 234.50
## + adj_t 1 190.51 234.51
## - adj_o_rk 1 194.53 234.53
## + eFG 1 190.54 234.54
## + threePRate 1 190.66 234.66
## + Blkper 1 190.71 234.71
## + EffHgt 1 190.72 234.72
## + EliteSOS 1 190.76 234.76
## + barthag_rk 1 190.78 234.78
## + twoPperD 1 190.82 234.82
## + PPPDef 1 190.88 234.88
## + PPPOff 1 190.91 234.91
## + Talent 1 190.91 234.91
## + Astper 1 190.91 234.91
## + barthag 1 190.92 234.92
## + adj_t_rk 1 190.96 234.96
## + Op.Ftper 1 190.97 234.97
## + nc_fut_sos 1 190.98 234.98
## + ov_cur_sos 1 190.98 234.98
## - adj_d_rk 1 195.22 235.22
## - nc_elite_sos 1 195.59 235.59
## - eFGD. 1 195.78 235.78
## - nc_cur_sos 1 195.89 235.89
## - threePRateD 1 196.17 236.17
## - AvgHgt 1 196.33 236.33
## - adj_d 1 199.84 239.84
## - Orebper 1 200.30 240.30
## - ov_fut_sos 1 207.76 247.76
## - ov_elite_sos 1 226.31 266.31
## - wab 1 245.23 285.23
##
## Step: AIC=232.45
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + wab + nc_elite_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD +
## Orebper + twoPper + threePper + OpAstper + threePRateD +
## Adj.T + AvgHgt + Exp## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPper 1 193.59 231.59
## <none> 192.45 232.45
## - adj_o 1 194.69 232.69
## + Ftper 1 190.98 232.98
## - OpAstper 1 195.18 233.18
## + FTRateD 1 191.44 233.44
## - TOVperD 1 195.49 233.49
## + FTRate 1 191.56 233.56
## + Blkedper 1 191.62 233.62
## - Exp 1 195.63 233.63
## + RawT 1 191.64 233.64
## - Adj.T 1 195.73 233.73
## - threePper 1 195.87 233.87
## + eFG 1 192.00 234.00
## + threePperD 1 192.02 234.02
## + OpORebper 1 192.03 234.03
## + adj_t 1 192.09 234.09
## + threePRate 1 192.10 234.10
## + Blkper 1 192.12 234.12
## + PPPOff 1 192.21 234.21
## + barthag_rk 1 192.25 234.25
## + PPPDef 1 192.27 234.27
## + EffHgt 1 192.31 234.31
## + twoPperD 1 192.31 234.31
## + Astper 1 192.33 234.33
## + EliteSOS 1 192.35 234.35
## + barthag 1 192.36 234.36
## - adj_d_rk 1 196.37 234.37
## + Talent 1 192.37 234.37
## + TOVper 1 192.38 234.38
## + adj_t_rk 1 192.41 234.41
## + Op.Ftper 1 192.44 234.44
## + nc_fut_sos 1 192.45 234.45
## + ov_cur_sos 1 192.45 234.45
## - adj_o_rk 1 196.56 234.56
## - AvgHgt 1 197.15 235.15
## - nc_elite_sos 1 197.26 235.26
## - eFGD. 1 197.40 235.40
## - nc_cur_sos 1 198.02 236.02
## - threePRateD 1 198.20 236.20
## - Orebper 1 200.44 238.44
## - adj_d 1 200.65 238.65
## - ov_fut_sos 1 209.84 247.84
## - ov_elite_sos 1 228.86 266.86
## - wab 1 247.48 285.48
##
## Step: AIC=231.59
## conf_winner ~ adj_o_rk + adj_o + adj_d + adj_d_rk + wab + nc_elite_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD +
## Orebper + threePper + OpAstper + threePRateD + Adj.T + AvgHgt +
## Exp## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o 1 195.16 231.16
## <none> 193.59 231.59
## - OpAstper 1 195.93 231.93
## - threePper 1 196.23 232.23
## - Adj.T 1 196.28 232.28
## + twoPper 1 192.45 232.45
## + FTRateD 1 192.59 232.59
## + FTRate 1 192.67 232.67
## - Exp 1 196.68 232.68
## - TOVperD 1 196.69 232.69
## + eFG 1 192.74 232.74
## + PPPOff 1 192.77 232.77
## + RawT 1 192.79 232.79
## + Ftper 1 192.87 232.87
## + OpORebper 1 193.06 233.06
## + Blkedper 1 193.19 233.19
## + adj_t 1 193.20 233.20
## + barthag_rk 1 193.28 233.28
## + Astper 1 193.31 233.31
## + Blkper 1 193.32 233.32
## + TOVper 1 193.33 233.33
## + threePperD 1 193.37 233.37
## + threePRate 1 193.40 233.40
## + adj_t_rk 1 193.47 233.47
## + EffHgt 1 193.49 233.49
## + EliteSOS 1 193.49 233.49
## + barthag 1 193.51 233.51
## + PPPDef 1 193.52 233.52
## + Op.Ftper 1 193.53 233.53
## + Talent 1 193.54 233.54
## + twoPperD 1 193.55 233.55
## + nc_fut_sos 1 193.59 233.59
## + ov_cur_sos 1 193.59 233.59
## - adj_d_rk 1 197.60 233.60
## - AvgHgt 1 197.87 233.87
## - nc_elite_sos 1 197.92 233.92
## - eFGD. 1 198.14 234.14
## - adj_o_rk 1 198.61 234.61
## - nc_cur_sos 1 198.69 234.69
## - threePRateD 1 199.73 235.73
## - Orebper 1 200.50 236.50
## - adj_d 1 202.05 238.05
## - ov_fut_sos 1 210.03 246.03
## - ov_elite_sos 1 229.54 265.54
## - wab 1 248.93 284.93
##
## Step: AIC=231.16
## conf_winner ~ adj_o_rk + adj_d + adj_d_rk + wab + nc_elite_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD +
## Orebper + threePper + OpAstper + threePRateD + Adj.T + AvgHgt +
## Exp## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePper 1 196.69 230.69
## - OpAstper 1 196.86 230.86
## <none> 195.16 231.16
## - Adj.T 1 197.48 231.48
## + adj_o 1 193.59 231.59
## - Exp 1 198.01 232.01
## + barthag 1 194.01 232.01
## + TOVper 1 194.05 232.05
## + barthag_rk 1 194.07 232.07
## - TOVperD 1 198.10 232.10
## + Ftper 1 194.41 232.41
## + FTRateD 1 194.42 232.42
## + FTRate 1 194.43 232.43
## + RawT 1 194.53 232.53
## + OpORebper 1 194.64 232.64
## + twoPper 1 194.69 232.69
## - adj_o_rk 1 198.73 232.73
## + Blkedper 1 194.73 232.73
## + threePRate 1 194.82 232.82
## + Astper 1 194.88 232.88
## + eFG 1 194.89 232.89
## + Blkper 1 194.94 232.94
## + PPPOff 1 194.99 232.99
## + adj_t 1 194.99 232.99
## + adj_t_rk 1 195.01 233.01
## + threePperD 1 195.05 233.05
## + EffHgt 1 195.06 233.06
## + Op.Ftper 1 195.06 233.06
## + EliteSOS 1 195.10 233.10
## - eFGD. 1 199.10 233.10
## + PPPDef 1 195.13 233.13
## + Talent 1 195.15 233.15
## + twoPperD 1 195.15 233.15
## + ov_cur_sos 1 195.16 233.16
## + nc_fut_sos 1 195.16 233.16
## - AvgHgt 1 199.25 233.25
## - nc_elite_sos 1 199.49 233.49
## - nc_cur_sos 1 199.89 233.89
## - adj_d_rk 1 200.46 234.46
## - Orebper 1 200.96 234.96
## - threePRateD 1 200.98 234.98
## - adj_d 1 206.95 240.95
## - ov_fut_sos 1 211.71 245.71
## - ov_elite_sos 1 232.14 266.14
## - wab 1 253.38 287.38
##
## Step: AIC=230.69
## conf_winner ~ adj_o_rk + adj_d + adj_d_rk + wab + nc_elite_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD +
## Orebper + OpAstper + threePRateD + Adj.T + AvgHgt + Exp## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpAstper 1 197.97 229.97
## <none> 196.69 230.69
## - Exp 1 198.99 230.99
## + TOVper 1 195.03 231.03
## + threePper 1 195.16 231.16
## - Adj.T 1 199.44 231.44
## + eFG 1 195.51 231.51
## - TOVperD 1 199.58 231.58
## + Ftper 1 195.77 231.77
## + FTRate 1 195.88 231.88
## + barthag_rk 1 195.96 231.96
## + Blkedper 1 196.02 232.02
## + Astper 1 196.02 232.02
## + FTRateD 1 196.08 232.08
## + OpORebper 1 196.09 232.09
## + RawT 1 196.19 232.19
## + adj_o 1 196.23 232.23
## - eFGD. 1 200.24 232.24
## + barthag 1 196.26 232.26
## + threePRate 1 196.32 232.32
## + Blkper 1 196.33 232.33
## + adj_t 1 196.34 232.34
## + twoPper 1 196.48 232.48
## + threePperD 1 196.57 232.57
## + adj_t_rk 1 196.58 232.58
## - nc_elite_sos 1 200.59 232.59
## + Op.Ftper 1 196.60 232.60
## + Talent 1 196.66 232.66
## + EffHgt 1 196.66 232.66
## + PPPOff 1 196.67 232.67
## + EliteSOS 1 196.67 232.67
## + twoPperD 1 196.69 232.69
## + PPPDef 1 196.69 232.69
## + ov_cur_sos 1 196.69 232.69
## + nc_fut_sos 1 196.69 232.69
## - nc_cur_sos 1 201.02 233.02
## - adj_d_rk 1 201.18 233.18
## - AvgHgt 1 201.19 233.19
## - Orebper 1 201.49 233.49
## - threePRateD 1 201.54 233.54
## - adj_o_rk 1 203.39 235.39
## - adj_d 1 207.30 239.30
## - ov_fut_sos 1 212.03 244.03
## - ov_elite_sos 1 232.42 264.42
## - wab 1 254.92 286.92
##
## Step: AIC=229.97
## conf_winner ~ adj_o_rk + adj_d + adj_d_rk + wab + nc_elite_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + TOVperD +
## Orebper + threePRateD + Adj.T + AvgHgt + Exp## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## <none> 197.97 229.97
## - Exp 1 200.05 230.05
## - Adj.T 1 200.20 230.20
## + OpAstper 1 196.69 230.69
## + Ftper 1 196.73 230.73
## + TOVper 1 196.78 230.78
## + threePper 1 196.86 230.86
## + eFG 1 197.12 231.12
## + FTRate 1 197.16 231.16
## + barthag_rk 1 197.28 231.28
## + Blkedper 1 197.45 231.45
## + RawT 1 197.49 231.49
## - TOVperD 1 201.53 231.53
## + FTRateD 1 197.53 231.53
## + threePRate 1 197.54 231.54
## + barthag 1 197.54 231.54
## - threePRateD 1 201.55 231.55
## + Blkper 1 197.57 231.57
## - eFGD. 1 201.63 231.63
## + Op.Ftper 1 197.66 231.66
## + adj_o 1 197.69 231.69
## + threePperD 1 197.79 231.79
## + twoPper 1 197.80 231.80
## + adj_t 1 197.80 231.80
## + OpORebper 1 197.86 231.86
## + Astper 1 197.86 231.86
## + Talent 1 197.88 231.88
## + PPPDef 1 197.89 231.89
## + EliteSOS 1 197.92 231.92
## + adj_t_rk 1 197.93 231.93
## + PPPOff 1 197.94 231.94
## + twoPperD 1 197.94 231.94
## + EffHgt 1 197.95 231.95
## - adj_d_rk 1 201.96 231.96
## + nc_fut_sos 1 197.97 231.97
## + ov_cur_sos 1 197.97 231.97
## - Orebper 1 202.09 232.09
## - nc_elite_sos 1 202.24 232.24
## - nc_cur_sos 1 202.24 232.24
## - AvgHgt 1 202.38 232.38
## - adj_o_rk 1 204.26 234.26
## - adj_d 1 208.38 238.38
## - ov_fut_sos 1 213.02 243.02
## - ov_elite_sos 1 233.85 263.85
## - wab 1 255.76 285.76summary(OVR.lm.stepwise)##
## Call:
## glm(formula = conf_winner ~ adj_o_rk + adj_d + adj_d_rk + wab +
## nc_elite_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## TOVperD + Orebper + threePRateD + Adj.T + AvgHgt + Exp, family = "binomial",
## data = ovr_train.df, na.action = na.exclude)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 56.90885 25.89581 2.198 0.02798 *
## adj_o_rk -0.03003 0.01383 -2.171 0.02995 *
## adj_d -0.50647 0.16149 -3.136 0.00171 **
## adj_d_rk 0.02966 0.01449 2.047 0.04067 *
## wab 0.72726 0.11787 6.170 0.000000000684 ***
## nc_elite_sos 0.17052 0.08218 2.075 0.03800 *
## nc_cur_sos -16.38211 7.77032 -2.108 0.03501 *
## ov_elite_sos -0.87970 0.16129 -5.454 0.000000049253 ***
## ov_fut_sos 69.73492 18.30951 3.809 0.00014 ***
## eFGD. 0.33538 0.17770 1.887 0.05911 .
## TOVperD -0.23537 0.12523 -1.880 0.06017 .
## Orebper 0.11623 0.05757 2.019 0.04348 *
## threePRateD 0.08930 0.04753 1.879 0.06025 .
## Adj.T -0.09197 0.06187 -1.486 0.13718
## AvgHgt -0.54956 0.26391 -2.082 0.03730 *
## Exp -0.72743 0.50597 -1.438 0.15052
## ---
## Signif. codes: 0 '***' 0.001 '**' 0.01 '*' 0.05 '.' 0.1 ' ' 1
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 520.32 on 952 degrees of freedom
## Residual deviance: 197.97 on 937 degrees of freedom
## AIC: 229.97
##
## Number of Fisher Scoring iterations: 9#accuracy
ovr.lm.step.pred <- predict(OVR.lm.stepwise, ovr_valid.df, na.action = na.pass)
accuracy(ovr.lm.step.pred, ovr_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set 7.519625 9.409487 7.755589 NaN InfBig Ten Conference
In this section, our group is splitting the “B10.df” dataframe that we created by filtering for only teams in the Big 10 conference into a training set (80%) and validation set (20%)
B10.df <- team.df2024 %>%
filter(conf == "B10")
RNGkind(sample.kind="Rounding")## Warning in RNGkind(sample.kind = "Rounding"): non-uniform 'Rounding' sampler
## usedset.seed(123)
B10train.index <- sample(c(1:dim(B10.df)[1]), dim(B10.df)[1]*0.8)
B10_train.df <-B10.df[B10train.index, ]
B10_valid.df <- B10.df[-B10train.index, ]
head(B10_train.df)## team year conf conf_winner barthag barthag_rk adj_o adj_o_rk
## 1: Michigan 2010 B10 0 0.784703 75 105.935 104
## 2: Penn St. 2020 B10 0 0.901958 15 111.430 34
## 3: Michigan St. 2018 B10 1 0.934694 9 118.883 11
## 4: Purdue 2022 B10 0 0.926733 12 121.592 2
## 5: Rutgers 2023 B10 0 0.843802 39 105.383 151
## 6: Illinois 2017 B10 0 0.755497 75 105.141 143
## adj_d adj_d_rk adj_t adj_t_rk wab nc_elite_sos nc_fut_sos
## 1: 94.6667 57 63.0661 314 -4.712619 25 0.5926
## 2: 91.8745 15 70.9042 54 3.399342 13 0.4569
## 3: 94.3238 17 68.0438 238 7.969050 16 0.4470
## 4: 97.5158 86 66.0107 242 7.013138 16 0.4840
## 5: 91.0055 8 65.8243 253 -1.033152 12 0.4113
## 6: 95.3164 39 68.1011 249 -1.456410 17 0.4995
## nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos eFG eFGD. FTRate FTRateD
## 1: 0.5926 34 0.7064 0.7064 47.5 50.1 28.7 25.9
## 2: 0.4569 32 0.7070 0.7070 49.5 46.4 31.0 31.8
## 3: 0.4470 27 0.6618 0.6618 56.9 42.7 35.9 30.7
## 4: 0.4840 30 0.7056 0.7056 56.5 49.1 38.2 21.6
## 5: 0.4113 29 0.6745 0.6745 47.9 46.6 28.2 27.4
## 6: 0.4995 29 0.6882 0.6882 50.6 49.9 32.5 30.1
## TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1: 16.3 22.8 29.2 34.7 61.9 49.8 50.5 29.7 32.8
## 2: 15.8 18.6 29.2 27.6 71.4 50.0 45.2 32.5 32.5
## 3: 19.2 14.6 37.0 26.6 68.0 55.2 38.4 40.1 33.7
## 4: 17.5 14.0 35.2 23.8 66.6 55.8 48.6 38.4 33.2
## 5: 17.1 21.7 32.1 27.9 66.2 47.9 47.0 32.1 30.7
## 6: 18.3 18.5 28.6 26.3 68.5 48.5 49.6 36.1 33.7
## Blkper Blkedper Astper OpAstper threePRate threePRateD Adj.T AvgHgt EffHgt
## 1: 5.9 10.1 62.0 57.5 43.3 32.0 61.575 77.089 78.903
## 2: 12.1 8.6 53.2 49.3 39.6 32.9 70.904 77.222 80.176
## 3: 18.4 6.9 67.3 54.1 36.3 35.5 66.834 77.332 80.792
## 4: 9.7 7.1 58.6 53.2 39.2 40.6 66.010 78.453 82.010
## 5: 12.4 9.5 59.1 56.2 30.2 43.0 65.824 78.697 80.956
## 6: 6.2 7.7 52.0 46.1 36.2 36.5 66.727 77.613 81.010
## Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.474 69.269 71.9 68.0 1.013 0.992 32.684
## 2: 1.844 50.599 69.2 68.3 1.051 0.955 32.400
## 3: 1.323 84.499 74.6 72.8 1.175 0.950 27.218
## 4: 1.778 60.487 71.1 72.1 1.179 1.017 30.030
## 5: 2.257 45.395 70.0 68.8 1.026 0.917 28.693
## 6: 1.907 75.463 68.9 72.6 1.025 1.006 29.468head(B10_valid.df)## team year conf conf_winner barthag barthag_rk adj_o adj_o_rk
## 1: Illinois 2009 B10 0 0.897103 25 105.3440 102
## 2: Illinois 2010 B10 0 0.839787 55 108.0930 69
## 3: Illinois 2011 B10 0 0.929812 12 113.8650 25
## 4: Illinois 2014 B10 0 0.806489 57 105.3890 159
## 5: Illinois 2016 B10 0 0.595899 126 105.5360 143
## 6: Indiana 2009 B10 0 0.429551 199 98.1024 223
## adj_d adj_d_rk adj_t adj_t_rk wab nc_elite_sos nc_fut_sos
## 1: 87.2634 4 63.8501 289 3.8359582 16 0.4756
## 2: 93.5909 42 67.8741 143 -0.8200959 22 0.5866
## 3: 90.9527 15 66.6219 170 1.5924983 23 0.5876
## 4: 93.0879 15 63.0906 323 0.3279832 14 0.4653
## 5: 102.0310 138 68.9913 165 -7.2235060 16 0.5126
## 6: 100.5520 158 67.1096 153 -11.8390449 25 0.6150
## nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos eFG eFGD. FTRate FTRateD
## 1: 0.4756 31 0.6838 0.6838 51.1 44.2 22.5 26.7
## 2: 0.5866 32 0.7071 0.7071 50.1 46.4 27.3 31.8
## 3: 0.5876 38 0.7580 0.7580 52.9 45.7 28.2 32.7
## 4: 0.4653 33 0.7034 0.7034 46.5 48.1 31.2 32.2
## 5: 0.5126 26 0.6377 0.6377 50.2 53.6 30.5 26.5
## 6: 0.6150 35 0.7608 0.7608 47.9 54.6 37.4 36.5
## TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1: 19.4 21.6 30.2 32.7 63.1 50.5 44.1 35.0 29.6
## 2: 18.1 17.7 32.2 30.2 66.9 49.8 45.2 34.0 32.1
## 3: 19.2 18.3 31.7 31.5 66.2 50.5 45.7 38.7 30.5
## 4: 16.5 18.7 31.2 29.3 62.7 45.9 46.3 31.7 34.3
## 5: 14.9 19.0 21.5 28.1 68.6 47.5 51.0 36.3 38.6
## 6: 27.0 21.4 32.6 32.6 65.4 46.9 53.2 33.3 38.1
## Blkper Blkedper Astper OpAstper threePRate threePRateD Adj.T AvgHgt EffHgt
## 1: 9.7 6.0 69.3 54.2 28.8 31.6 62.713 77.647 81.644
## 2: 11.4 4.1 59.6 55.0 30.3 39.7 66.382 78.470 82.378
## 3: 12.1 7.3 63.5 53.2 31.4 34.8 65.187 79.010 82.607
## 4: 10.7 9.7 44.0 50.6 34.1 35.2 61.107 77.613 80.529
## 5: 5.2 10.1 53.7 54.1 38.3 38.4 68.119 77.468 80.410
## 6: 6.1 14.6 55.0 58.4 32.5 33.9 65.991 76.247 78.952
## Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.841 52.338 71.1 63.1 1.020 0.900 30.228
## 2: 1.487 58.428 71.3 69.6 1.043 0.985 31.388
## 3: 1.966 69.318 72.9 72.3 1.068 0.984 36.488
## 4: 1.694 64.007 73.3 70.0 1.020 0.987 32.212
## 5: 1.475 68.172 74.6 71.9 1.026 1.063 25.744
## 6: 0.675 43.840 65.5 68.0 0.904 1.071 34.557Logistic Regression
options(scipen = 999)
B10.lm <- glm(conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS, data = B10_train.df, family = "binomial", na.action = na.exclude)## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurredB10.lm##
## Call: glm(formula = conf_winner ~ barthag + barthag_rk + adj_o_rk +
## adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos +
## nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS, family = "binomial", data = B10_train.df,
## na.action = na.exclude)
##
## Coefficients:
## (Intercept) barthag barthag_rk adj_o_rk adj_o
## 7.5074 -1397.6984 -1.9617 -0.1768 4.0738
## adj_d adj_d_rk adj_t adj_t_rk wab
## -6.1530 -0.3413 -12.2481 0.1057 4.0353
## nc_elite_sos nc_fut_sos nc_cur_sos ov_elite_sos ov_fut_sos
## 0.2730 124.8733 NA -3.6055 -453.3219
## ov_cur_sos eFG eFGD. FTRate FTRateD
## NA -9.3693 20.4998 1.7937 -2.9970
## TOVper TOVperD Orebper OpORebper RawT
## 3.0858 17.7758 2.7267 -6.0103 26.5453
## twoPper twoPperD threePper threePperD Blkper
## 1.8743 -16.8037 1.6668 -15.0566 0.2232
## Blkedper Astper OpAstper threePRate threePRateD
## -4.0695 1.3178 0.1701 1.8924 -2.8032
## Adj.T AvgHgt EffHgt Exp Talent
## -10.2103 13.1032 -10.5103 1.0708 0.9941
## Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 2.7283 -2.3100 548.6708 747.6525 5.8244
##
## Degrees of Freedom: 163 Total (i.e. Null); 121 Residual
## Null Deviance: 90.85
## Residual Deviance: 0.000000005531 AIC: 86In the code above, we created a logistic regression that is predicting the binary outcome variable ‘conf_winner’ using all of the predictor independent variables listed in the formula above. Each coefficient represents the change in the log-odds of the response variable for a one-unit change in the corresponding variable if all the other variables are constant. Negative coefficients represent a negative relationship with the log-odds of being a conference winner. Positive coefficients represent a positive relationship with the log-odds of being a conference winner. There are 163 degrees of freedom for the null model and 121 degrees of freedom for the residual model. The null deviance is 90.85 which represents the deviance of the null model. The residual deviance is very small 5.5e-9 which represents the deviance of the model with no predictors. The smaller the null deviance and residual deviance indicate a better fitted model. The AIC is 86 which is very low and indicates a better fitted model if the score is low.
# Make predictions on the validation dataset
B10_predictions <- predict(B10.lm, newdata = B10_valid.df, type = "response")## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type == :
## prediction from rank-deficient fit; attr(*, "non-estim") has doubtful cases# Convert predicted probabilities to class labels (0 or 1) based on a threshold (e.g., 0.5)
B10_predicted_classes <- ifelse(B10_predictions > 0.5, 1, 0)
# Create a confusion matrix
B10_conf_matrix <- confusionMatrix(as.factor(B10_valid.df$conf_winner), as.factor(B10_predicted_classes), positive = '1')
# Print the confusion matrix
print(B10_conf_matrix)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 38 1
## 1 3 0
##
## Accuracy : 0.9048
## 95% CI : (0.7738, 0.9734)
## No Information Rate : 0.9762
## P-Value [Acc > NIR] : 0.9969
##
## Kappa : -0.037
##
## Mcnemar's Test P-Value : 0.6171
##
## Sensitivity : 0.00000
## Specificity : 0.92683
## Pos Pred Value : 0.00000
## Neg Pred Value : 0.97436
## Prevalence : 0.02381
## Detection Rate : 0.00000
## Detection Prevalence : 0.07143
## Balanced Accuracy : 0.46341
##
## 'Positive' Class : 1
## #calc specificity, etc. The model shows a high overall accuracy of 90.48%, but this is primarily due to the high proportion of true negatives (97.62% No Information Rate). Sensitivity is 0%, indicating that the model failed to correctly identify any instances of the positive class. The negative predictive value is relatively high at 97.44%, suggesting that when the model predicts the negative class, it is often correct. However, the lack of sensitivity raises concerns, and the Kappa value is negative, indicating poor agreement beyond chance. Further investigation and potential model improvement are necessary, especially regarding the model’s ability to identify positive cases.
Backward Selection
B10_lm.backward <- step(B10.lm, direction = 'backward')## Start: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Exp 1 0.0000000055303 84
## - Orebper 1 0.0000000055323 84
## - twoPper 1 0.0000000055336 84
## - TOVper 1 0.0000000055354 84
## - threePper 1 0.0000000055398 84
## - OpAstper 1 0.0000000055400 84
## - nc_elite_sos 1 0.0000000055419 84
## - eFG 1 0.0000000055437 84
## - PPPOff 1 0.0000000055515 84
## - Blkper 1 0.0000000055562 84
## - eFGD. 1 0.0000000055681 84
## - nc_fut_sos 1 0.0000000055861 84
## - twoPperD 1 0.0000000055895 84
## - adj_o_rk 1 0.0000000056105 84
## - threePperD 1 0.0000000056133 84
## - ov_elite_sos 1 0.0000000056250 84
## - adj_t_rk 1 0.0000000056306 84
## - OpORebper 1 0.0000000056345 84
## - ov_fut_sos 1 0.0000000056378 84
## - EliteSOS 1 0.0000000056397 84
## - FTRate 1 0.0000000056407 84
## - PPPDef 1 0.0000000056465 84
## - Blkedper 1 0.0000000056493 84
## - Adj.T 1 0.0000000056849 84
## - adj_t 1 0.0000000057018 84
## - Ftper 1 0.0000000057112 84
## - Op.Ftper 1 0.0000000057308 84
## - adj_d 1 0.0000000057596 84
## - TOVperD 1 0.0000000057603 84
## - Astper 1 0.0000000057666 84
## - adj_o 1 0.0000000057766 84
## - threePRateD 1 0.0000000057991 84
## - adj_d_rk 1 0.0000000058046 84
## - threePRate 1 0.0000000058169 84
## - FTRateD 1 0.0000000058172 84
## - barthag_rk 1 0.0000000059718 84
## - AvgHgt 1 0.0000000059934 84
## - wab 1 0.0000000060370 84
## - RawT 1 0.0000000062435 84
## - EffHgt 1 0.0000000063483 84
## - barthag 1 0.0000000063792 84
## - Talent 1 0.0000000068937 84
## <none> 0.0000000055305 86## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Orebper 1 0.0000000055350 82
## - OpAstper 1 0.0000000055389 82
## - TOVper 1 0.0000000055408 82
## - nc_elite_sos 1 0.0000000055439 82
## - twoPper 1 0.0000000055466 82
## - Blkper 1 0.0000000055529 82
## - eFGD. 1 0.0000000055636 82
## - threePper 1 0.0000000055655 82
## - eFG 1 0.0000000055656 82
## - PPPOff 1 0.0000000055681 82
## - twoPperD 1 0.0000000055819 82
## - nc_fut_sos 1 0.0000000055826 82
## - threePperD 1 0.0000000056019 82
## - adj_o_rk 1 0.0000000056124 82
## - ov_fut_sos 1 0.0000000056263 82
## - ov_elite_sos 1 0.0000000056265 82
## - EliteSOS 1 0.0000000056427 82
## - FTRate 1 0.0000000056548 82
## - OpORebper 1 0.0000000056657 82
## - Adj.T 1 0.0000000056855 82
## - adj_t_rk 1 0.0000000056883 82
## - PPPDef 1 0.0000000056967 82
## - Ftper 1 0.0000000057042 82
## - Blkedper 1 0.0000000057160 82
## - adj_t 1 0.0000000057433 82
## - adj_d 1 0.0000000057671 82
## - Op.Ftper 1 0.0000000057795 82
## - adj_o 1 0.0000000057838 82
## - Astper 1 0.0000000057896 82
## - adj_d_rk 1 0.0000000058187 82
## - threePRateD 1 0.0000000058212 82
## - threePRate 1 0.0000000058789 82
## - TOVperD 1 0.0000000058886 82
## - barthag_rk 1 0.0000000059719 82
## - FTRateD 1 0.0000000059778 82
## - AvgHgt 1 0.0000000060237 82
## - wab 1 0.0000000060760 82
## - EffHgt 1 0.0000000063478 82
## - barthag 1 0.0000000063813 82
## - RawT 1 0.0000000064590 82
## - Talent 1 0.0000000069051 82
## <none> 0.0000000055303 84## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + OpORebper + RawT + twoPper + twoPperD +
## threePper + threePperD + Blkper + Blkedper + Astper + OpAstper +
## threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Talent +
## Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpAstper 1 0.0000000055441 80
## - twoPper 1 0.0000000055486 80
## - eFGD. 1 0.0000000055526 80
## - nc_elite_sos 1 0.0000000055615 80
## - threePper 1 0.0000000055635 80
## - Blkper 1 0.0000000055729 80
## - twoPperD 1 0.0000000055752 80
## - nc_fut_sos 1 0.0000000055867 80
## - threePperD 1 0.0000000055973 80
## - adj_o_rk 1 0.0000000056084 80
## - ov_fut_sos 1 0.0000000056340 80
## - EliteSOS 1 0.0000000056711 80
## - OpORebper 1 0.0000000056775 80
## - adj_t_rk 1 0.0000000056824 80
## - FTRate 1 0.0000000056854 80
## - ov_elite_sos 1 0.0000000057005 80
## - PPPDef 1 0.0000000057035 80
## - eFG 1 0.0000000057215 80
## - Blkedper 1 0.0000000057223 80
## - adj_d 1 0.0000000057490 80
## - Adj.T 1 0.0000000057751 80
## - adj_t 1 0.0000000057777 80
## - Op.Ftper 1 0.0000000057920 80
## - adj_o 1 0.0000000058008 80
## - Astper 1 0.0000000058171 80
## - adj_d_rk 1 0.0000000058210 80
## - Ftper 1 0.0000000058321 80
## - threePRateD 1 0.0000000058495 80
## - TOVperD 1 0.0000000058885 80
## - threePRate 1 0.0000000059298 80
## - FTRateD 1 0.0000000059893 80
## - barthag_rk 1 0.0000000059924 80
## - AvgHgt 1 0.0000000060201 80
## - wab 1 0.0000000060512 80
## - PPPOff 1 0.0000000063428 80
## - barthag 1 0.0000000064019 80
## - EffHgt 1 0.0000000064330 80
## - RawT 1 0.0000000064922 80
## - Talent 1 0.0000000069380 80
## - TOVper 1 0.0000000071739 80
## <none> 0.0000000055350 82## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + OpORebper + RawT + twoPper + twoPperD +
## threePper + threePperD + Blkper + Blkedper + Astper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFGD. 1 0.0000000055662 78
## - twoPper 1 0.0000000055671 78
## - Blkper 1 0.0000000055707 78
## - threePper 1 0.0000000055756 78
## - nc_elite_sos 1 0.0000000055851 78
## - nc_fut_sos 1 0.0000000055983 78
## - twoPperD 1 0.0000000056092 78
## - adj_o_rk 1 0.0000000056266 78
## - threePperD 1 0.0000000056491 78
## - ov_fut_sos 1 0.0000000056579 78
## - OpORebper 1 0.0000000056865 78
## - EliteSOS 1 0.0000000056951 78
## - adj_t_rk 1 0.0000000057049 78
## - PPPDef 1 0.0000000057115 78
## - ov_elite_sos 1 0.0000000057338 78
## - FTRate 1 0.0000000057351 78
## - Blkedper 1 0.0000000057410 78
## - Adj.T 1 0.0000000057836 78
## - adj_d 1 0.0000000057924 78
## - Op.Ftper 1 0.0000000058018 78
## - eFG 1 0.0000000058088 78
## - adj_t 1 0.0000000058324 78
## - Ftper 1 0.0000000058806 78
## - adj_o 1 0.0000000058840 78
## - adj_d_rk 1 0.0000000058938 78
## - TOVperD 1 0.0000000059009 78
## - threePRateD 1 0.0000000059977 78
## - FTRateD 1 0.0000000060132 78
## - Astper 1 0.0000000060222 78
## - AvgHgt 1 0.0000000060226 78
## - barthag_rk 1 0.0000000060312 78
## - wab 1 0.0000000060655 78
## - threePRate 1 0.0000000060985 78
## - PPPOff 1 0.0000000064380 78
## - barthag 1 0.0000000064892 78
## - RawT 1 0.0000000066021 78
## - EffHgt 1 0.0000000067044 78
## - Talent 1 0.0000000069829 78
## - TOVper 1 0.0000000072221 78
## <none> 0.0000000055441 80## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + FTRate + FTRateD + TOVper +
## TOVperD + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + Astper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPper 1 0.0000000055772 76
## - threePper 1 0.0000000055853 76
## - nc_fut_sos 1 0.0000000056249 76
## - adj_o_rk 1 0.0000000056372 76
## - Blkper 1 0.0000000056399 76
## - nc_elite_sos 1 0.0000000056547 76
## - ov_fut_sos 1 0.0000000056918 76
## - EliteSOS 1 0.0000000057478 76
## - FTRate 1 0.0000000057478 76
## - ov_elite_sos 1 0.0000000057479 76
## - twoPperD 1 0.0000000057486 76
## - Blkedper 1 0.0000000057509 76
## - adj_t_rk 1 0.0000000057560 76
## - Adj.T 1 0.0000000057854 76
## - eFG 1 0.0000000058273 76
## - adj_t 1 0.0000000058456 76
## - threePperD 1 0.0000000058677 76
## - PPPDef 1 0.0000000059089 76
## - adj_d 1 0.0000000059148 76
## - adj_o 1 0.0000000059163 76
## - OpORebper 1 0.0000000059201 76
## - adj_d_rk 1 0.0000000059344 76
## - Ftper 1 0.0000000059688 76
## - Op.Ftper 1 0.0000000060148 76
## - threePRateD 1 0.0000000060253 76
## - barthag_rk 1 0.0000000060327 76
## - AvgHgt 1 0.0000000060329 76
## - Astper 1 0.0000000060638 76
## - wab 1 0.0000000062125 76
## - TOVperD 1 0.0000000062500 76
## - threePRate 1 0.0000000062741 76
## - FTRateD 1 0.0000000063330 76
## - PPPOff 1 0.0000000064459 76
## - barthag 1 0.0000000065919 76
## - RawT 1 0.0000000066959 76
## - EffHgt 1 0.0000000067172 76
## - Talent 1 0.0000000070073 76
## - TOVper 1 0.0000000073829 76
## <none> 0.0000000055662 78## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + FTRate + FTRateD + TOVper +
## TOVperD + OpORebper + RawT + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + threePRate + threePRateD + Adj.T +
## AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePper 1 0.0000000055964 74
## - Blkper 1 0.0000000056562 74
## - nc_elite_sos 1 0.0000000056566 74
## - adj_o_rk 1 0.0000000056599 74
## - nc_fut_sos 1 0.0000000056664 74
## - ov_fut_sos 1 0.0000000057089 74
## - twoPperD 1 0.0000000057553 74
## - FTRate 1 0.0000000057561 74
## - adj_t_rk 1 0.0000000057594 74
## - ov_elite_sos 1 0.0000000057701 74
## - Blkedper 1 0.0000000057843 74
## - EliteSOS 1 0.0000000057912 74
## - Adj.T 1 0.0000000058002 74
## - threePperD 1 0.0000000058711 74
## - adj_t 1 0.0000000058755 74
## - adj_d 1 0.0000000059226 74
## - OpORebper 1 0.0000000059307 74
## - PPPDef 1 0.0000000059409 74
## - adj_d_rk 1 0.0000000059516 74
## - adj_o 1 0.0000000059611 74
## - Ftper 1 0.0000000060131 74
## - Op.Ftper 1 0.0000000060177 74
## - threePRateD 1 0.0000000060451 74
## - barthag_rk 1 0.0000000060639 74
## - AvgHgt 1 0.0000000061233 74
## - Astper 1 0.0000000061786 74
## - wab 1 0.0000000062273 74
## - threePRate 1 0.0000000062533 74
## - TOVperD 1 0.0000000062537 74
## - FTRateD 1 0.0000000063918 74
## - PPPOff 1 0.0000000064837 74
## - barthag 1 0.0000000066240 74
## - RawT 1 0.0000000067000 74
## - EffHgt 1 0.0000000067204 74
## - Talent 1 0.0000000071717 74
## - TOVper 1 0.0000000073866 74
## - eFG 1 0.0000000074510 74
## <none> 0.0000000055772 76## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + FTRate + FTRateD + TOVper +
## TOVperD + OpORebper + RawT + twoPperD + threePperD + Blkper +
## Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o_rk 1 0.0000000056589 72
## - nc_fut_sos 1 0.0000000056655 72
## - Blkper 1 0.0000000056818 72
## - nc_elite_sos 1 0.0000000057203 72
## - ov_fut_sos 1 0.0000000057368 72
## - adj_t_rk 1 0.0000000057588 72
## - FTRate 1 0.0000000057729 72
## - ov_elite_sos 1 0.0000000057764 72
## - Blkedper 1 0.0000000057850 72
## - EliteSOS 1 0.0000000058036 72
## - twoPperD 1 0.0000000058390 72
## - adj_t 1 0.0000000058822 72
## - Adj.T 1 0.0000000058888 72
## - adj_d 1 0.0000000059432 72
## - adj_d_rk 1 0.0000000059527 72
## - threePperD 1 0.0000000059595 72
## - adj_o 1 0.0000000059631 72
## - OpORebper 1 0.0000000059641 72
## - PPPDef 1 0.0000000060015 72
## - Ftper 1 0.0000000060218 72
## - Op.Ftper 1 0.0000000060485 72
## - AvgHgt 1 0.0000000061136 72
## - threePRateD 1 0.0000000061314 72
## - barthag_rk 1 0.0000000061945 72
## - Astper 1 0.0000000062256 72
## - TOVperD 1 0.0000000062599 72
## - threePRate 1 0.0000000062672 72
## - wab 1 0.0000000064269 72
## - FTRateD 1 0.0000000064861 72
## - PPPOff 1 0.0000000065120 72
## - barthag 1 0.0000000067867 72
## - RawT 1 0.0000000067921 72
## - EffHgt 1 0.0000000068525 72
## - Talent 1 0.0000000071823 72
## - TOVper 1 0.0000000074295 72
## - eFG 1 0.0000000076030 72
## <none> 0.0000000055964 74## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## ov_fut_sos + eFG + FTRate + FTRateD + TOVper + TOVperD +
## OpORebper + RawT + twoPperD + threePperD + Blkper + Blkedper +
## Astper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_elite_sos 1 0.0000000057471 70
## - Blkper 1 0.0000000057656 70
## - adj_t_rk 1 0.0000000057808 70
## - nc_fut_sos 1 0.0000000057874 70
## - Blkedper 1 0.0000000058158 70
## - FTRate 1 0.0000000058703 70
## - adj_t 1 0.0000000058909 70
## - ov_elite_sos 1 0.0000000058942 70
## - ov_fut_sos 1 0.0000000059001 70
## - twoPperD 1 0.0000000059218 70
## - adj_o 1 0.0000000059913 70
## - adj_d_rk 1 0.0000000059987 70
## - Adj.T 1 0.0000000060027 70
## - EliteSOS 1 0.0000000060053 70
## - threePperD 1 0.0000000060187 70
## - adj_d 1 0.0000000060257 70
## - Ftper 1 0.0000000060676 70
## - PPPDef 1 0.0000000061030 70
## - OpORebper 1 0.0000000061145 70
## - AvgHgt 1 0.0000000061458 70
## - threePRateD 1 0.0000000061936 70
## - Astper 1 0.0000000062398 70
## - Op.Ftper 1 0.0000000062412 70
## - barthag_rk 1 0.0000000062618 70
## - threePRate 1 0.0000000064233 70
## - TOVperD 1 0.0000000064248 70
## - wab 1 0.0000000065426 70
## - PPPOff 1 0.0000000066219 70
## - barthag 1 0.0000000068516 70
## - RawT 1 0.0000000068529 70
## - EffHgt 1 0.0000000068738 70
## - FTRateD 1 0.0000000072232 70
## - Talent 1 0.0000000074161 70
## - TOVper 1 0.0000000075519 70
## - eFG 1 0.0000000076169 70
## <none> 0.0000000056589 72## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=70
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos +
## eFG + FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPperD + threePperD + Blkper + Blkedper + Astper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkper 1 0.0000000058181 68
## - adj_t_rk 1 0.0000000058872 68
## - ov_elite_sos 1 0.0000000059340 68
## - FTRate 1 0.0000000059892 68
## - adj_o 1 0.0000000059919 68
## - Adj.T 1 0.0000000059985 68
## - Blkedper 1 0.0000000060509 68
## - adj_t 1 0.0000000060627 68
## - ov_fut_sos 1 0.0000000061009 68
## - twoPperD 1 0.0000000061078 68
## - EliteSOS 1 0.0000000061346 68
## - Ftper 1 0.0000000061457 68
## - adj_d 1 0.0000000061651 68
## - nc_fut_sos 1 0.0000000061702 68
## - AvgHgt 1 0.0000000061762 68
## - adj_d_rk 1 0.0000000061898 68
## - threePperD 1 0.0000000061965 68
## - threePRateD 1 0.0000000062059 68
## - barthag_rk 1 0.0000000062584 68
## - Op.Ftper 1 0.0000000062743 68
## - OpORebper 1 0.0000000062927 68
## - PPPDef 1 0.0000000063345 68
## - Astper 1 0.0000000064722 68
## - threePRate 1 0.0000000065621 68
## - PPPOff 1 0.0000000066233 68
## - TOVperD 1 0.0000000066671 68
## - wab 1 0.0000000067137 68
## - EffHgt 1 0.0000000068765 68
## - barthag 1 0.0000000068787 68
## - RawT 1 0.0000000069824 68
## - FTRateD 1 0.0000000074357 68
## - TOVper 1 0.0000000075468 68
## - eFG 1 0.0000000080078 68
## - Talent 1 0.0000000082332 68
## <none> 0.0000000057471 70## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=68
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos +
## eFG + FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPperD + threePperD + Blkedper + Astper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - ov_elite_sos 1 0.0000000060101 66
## - FTRate 1 0.0000000060134 66
## - Adj.T 1 0.0000000060195 66
## - adj_t_rk 1 0.0000000060315 66
## - adj_o 1 0.0000000060378 66
## - adj_t 1 0.0000000060907 66
## - Blkedper 1 0.0000000060924 66
## - ov_fut_sos 1 0.0000000061199 66
## - twoPperD 1 0.0000000061295 66
## - EliteSOS 1 0.0000000061638 66
## - Ftper 1 0.0000000061923 66
## - adj_d 1 0.0000000062039 66
## - nc_fut_sos 1 0.0000000062103 66
## - threePRateD 1 0.0000000062422 66
## - threePperD 1 0.0000000062622 66
## - Op.Ftper 1 0.0000000063167 66
## - OpORebper 1 0.0000000063665 66
## - PPPDef 1 0.0000000063914 66
## - AvgHgt 1 0.0000000064220 66
## - adj_d_rk 1 0.0000000064226 66
## - Astper 1 0.0000000065158 66
## - barthag_rk 1 0.0000000065660 66
## - TOVperD 1 0.0000000067475 66
## - wab 1 0.0000000067844 66
## - threePRate 1 0.0000000068156 66
## - PPPOff 1 0.0000000068774 66
## - RawT 1 0.0000000070048 66
## - EffHgt 1 0.0000000071369 66
## - barthag 1 0.0000000072281 66
## - FTRateD 1 0.0000000076514 66
## - TOVper 1 0.0000000077430 66
## - eFG 1 0.0000000082422 66
## - Talent 1 0.0000000082553 66
## <none> 0.0000000058181 68## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=66
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_fut_sos + ov_fut_sos + eFG +
## FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPperD + threePperD + Blkedper + Astper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Adj.T 1 0.0000000060501 64
## - ov_fut_sos 1 0.0000000061268 64
## - FTRate 1 0.0000000061473 64
## - adj_o 1 0.0000000061958 64
## - EliteSOS 1 0.0000000062123 64
## - nc_fut_sos 1 0.0000000062289 64
## - adj_d 1 0.0000000062360 64
## - twoPperD 1 0.0000000062916 64
## - adj_t 1 0.0000000063240 64
## - Ftper 1 0.0000000063279 64
## - threePperD 1 0.0000000063881 64
## - OpORebper 1 0.0000000064735 64
## - Op.Ftper 1 0.0000000064785 64
## - Blkedper 1 0.0000000064828 64
## - adj_t_rk 1 0.0000000065215 64
## - PPPDef 1 0.0000000065264 64
## - threePRateD 1 0.0000000066001 64
## - AvgHgt 1 0.0000000066619 64
## - barthag_rk 1 0.0000000066680 64
## - adj_d_rk 1 0.0000000067589 64
## - TOVperD 1 0.0000000068234 64
## - Astper 1 0.0000000068701 64
## - threePRate 1 0.0000000068831 64
## - wab 1 0.0000000068835 64
## - PPPOff 1 0.0000000070647 64
## - EffHgt 1 0.0000000071559 64
## - RawT 1 0.0000000071564 64
## - barthag 1 0.0000000072645 64
## - FTRateD 1 0.0000000076863 64
## - TOVper 1 0.0000000082348 64
## - Talent 1 0.0000000084680 64
## - eFG 1 0.0000000085626 64
## <none> 0.0000000060101 66## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=64
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_fut_sos + ov_fut_sos + eFG +
## FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPperD + threePperD + Blkedper + Astper + threePRate +
## threePRateD + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - ov_fut_sos 1 0.0000000061096 62
## - EliteSOS 1 0.0000000061969 62
## - nc_fut_sos 1 0.0000000062157 62
## - FTRate 1 0.0000000062262 62
## - adj_d 1 0.0000000063068 62
## - adj_o 1 0.0000000063125 62
## - Ftper 1 0.0000000063494 62
## - twoPperD 1 0.0000000064108 62
## - adj_t 1 0.0000000064711 62
## - threePperD 1 0.0000000065275 62
## - Blkedper 1 0.0000000065601 62
## - Op.Ftper 1 0.0000000065817 62
## - OpORebper 1 0.0000000065882 62
## - PPPDef 1 0.0000000066172 62
## - adj_t_rk 1 0.0000000067107 62
## - AvgHgt 1 0.0000000067316 62
## - barthag_rk 1 0.0000000067619 62
## - adj_d_rk 1 0.0000000067874 62
## - threePRateD 1 0.0000000069284 62
## - Astper 1 0.0000000070000 62
## - wab 1 0.0000000070269 62
## - threePRate 1 0.0000000070446 62
## - TOVperD 1 0.0000000071026 62
## - PPPOff 1 0.0000000071031 62
## - RawT 1 0.0000000072341 62
## - EffHgt 1 0.0000000072847 62
## - barthag 1 0.0000000075497 62
## - FTRateD 1 0.0000000079491 62
## - TOVper 1 0.0000000085000 62
## - eFG 1 0.0000000085971 62
## - Talent 1 0.0000000094395 62
## <none> 0.0000000060501 64## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=62
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_fut_sos + eFG + FTRate + FTRateD +
## TOVper + TOVperD + OpORebper + RawT + twoPperD + threePperD +
## Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRate 1 0.0000000062297 60
## - nc_fut_sos 1 0.0000000062305 60
## - EliteSOS 1 0.0000000062450 60
## - adj_d 1 0.0000000063098 60
## - adj_o 1 0.0000000063211 60
## - Ftper 1 0.0000000063516 60
## - twoPperD 1 0.0000000064409 60
## - Blkedper 1 0.0000000065684 60
## - adj_t 1 0.0000000065919 60
## - threePperD 1 0.0000000065922 60
## - PPPDef 1 0.0000000066525 60
## - OpORebper 1 0.0000000066635 60
## - Op.Ftper 1 0.0000000067777 60
## - adj_d_rk 1 0.0000000068746 60
## - Astper 1 0.0000000070025 60
## - threePRate 1 0.0000000070474 60
## - adj_t_rk 1 0.0000000070611 60
## - barthag_rk 1 0.0000000070932 60
## - threePRateD 1 0.0000000071133 60
## - TOVperD 1 0.0000000072275 60
## - AvgHgt 1 0.0000000073242 60
## - PPPOff 1 0.0000000075847 60
## - RawT 1 0.0000000076651 60
## - FTRateD 1 0.0000000079760 60
## - wab 1 0.0000000080885 60
## - barthag 1 0.0000000081293 60
## - EffHgt 1 0.0000000085456 60
## - eFG 1 0.0000000086387 60
## - TOVper 1 0.0000000088748 60
## - Talent 1 0.0000000094601 60
## <none> 0.0000000061096 62## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=60
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_fut_sos + eFG + FTRateD + TOVper +
## TOVperD + OpORebper + RawT + twoPperD + threePperD + Blkedper +
## Astper + threePRate + threePRateD + AvgHgt + EffHgt + Talent +
## Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d 1 0.0000000063097 58
## - nc_fut_sos 1 0.0000000063571 58
## - EliteSOS 1 0.0000000063577 58
## - adj_o 1 0.0000000063627 58
## - Ftper 1 0.0000000065033 58
## - twoPperD 1 0.0000000067558 58
## - adj_d_rk 1 0.0000000068746 58
## - Op.Ftper 1 0.0000000068756 58
## - PPPDef 1 0.0000000068932 58
## - threePperD 1 0.0000000068984 58
## - OpORebper 1 0.0000000069277 58
## - adj_t 1 0.0000000069457 58
## - Blkedper 1 0.0000000069947 58
## - threePRate 1 0.0000000070393 58
## - Astper 1 0.0000000070888 58
## - barthag_rk 1 0.0000000073280 58
## - adj_t_rk 1 0.0000000074393 58
## - TOVperD 1 0.0000000075604 58
## - threePRateD 1 0.0000000078570 58
## - AvgHgt 1 0.0000000080353 58
## - FTRateD 1 0.0000000081258 58
## - RawT 1 0.0000000082705 58
## - PPPOff 1 0.0000000086009 58
## - barthag 1 0.0000000086146 58
## - EffHgt 1 0.0000000086194 58
## - Talent 1 0.0000000094978 58
## - wab 1 0.0000000100011 58
## - eFG 1 0.0000000104485 58
## - TOVper 1 0.0000000112854 58
## <none> 0.0000000062297 60## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=58
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_fut_sos + eFG + FTRateD + TOVper + TOVperD +
## OpORebper + RawT + twoPperD + threePperD + Blkedper + Astper +
## threePRate + threePRateD + AvgHgt + EffHgt + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o 1 0.0000000064073 56
## - EliteSOS 1 0.0000000065642 56
## - nc_fut_sos 1 0.0000000065905 56
## - Ftper 1 0.0000000067288 56
## - twoPperD 1 0.0000000069303 56
## - Op.Ftper 1 0.0000000069374 56
## - PPPDef 1 0.0000000069855 56
## - adj_d_rk 1 0.0000000070171 56
## - threePperD 1 0.0000000070387 56
## - OpORebper 1 0.0000000070855 56
## - Astper 1 0.0000000071940 56
## - Blkedper 1 0.0000000073047 56
## - barthag_rk 1 0.0000000073579 56
## - threePRate 1 0.0000000073791 56
## - adj_t 1 0.0000000073991 56
## - adj_t_rk 1 0.0000000076366 56
## - TOVperD 1 0.0000000077539 56
## - threePRateD 1 0.0000000081333 56
## - AvgHgt 1 0.0000000082603 56
## - FTRateD 1 0.0000000083659 56
## - barthag 1 0.0000000086236 56
## - RawT 1 0.0000000086923 56
## - EffHgt 1 0.0000000087401 56
## - PPPOff 1 0.0000000093463 56
## - Talent 1 0.0000000096132 56
## - wab 1 0.0000000102042 56
## - eFG 1 0.0000000107229 56
## - TOVper 1 0.0000000124037 56
## <none> 0.0000000063097 58## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=56
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t + adj_t_rk +
## wab + nc_fut_sos + eFG + FTRateD + TOVper + TOVperD + OpORebper +
## RawT + twoPperD + threePperD + Blkedper + Astper + threePRate +
## threePRateD + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_fut_sos 1 0.0000000067829 54
## - EliteSOS 1 0.0000000068991 54
## - Ftper 1 0.0000000069032 54
## - twoPperD 1 0.0000000070254 54
## - threePperD 1 0.0000000070992 54
## - Op.Ftper 1 0.0000000071058 54
## - adj_d_rk 1 0.0000000071152 54
## - PPPDef 1 0.0000000071241 54
## - OpORebper 1 0.0000000072236 54
## - barthag_rk 1 0.0000000073896 54
## - adj_t 1 0.0000000074266 54
## - threePRate 1 0.0000000074269 54
## - Blkedper 1 0.0000000074551 54
## - Astper 1 0.0000000074782 54
## - TOVperD 1 0.0000000077442 54
## - threePRateD 1 0.0000000082157 54
## - adj_t_rk 1 0.0000000085434 54
## - AvgHgt 1 0.0000000085763 54
## - FTRateD 1 0.0000000087664 54
## - RawT 1 0.0000000088731 54
## - barthag 1 0.0000000089169 54
## - EffHgt 1 0.0000000091631 54
## - Talent 1 0.0000000096727 54
## - wab 1 0.0000000104316 54
## - eFG 1 0.0000000112227 54
## - TOVper 1 0.0000000124630 54
## - PPPOff 1 0.0000000161473 54
## <none> 0.0000000064073 56## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=54
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t + adj_t_rk +
## wab + eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPperD + threePperD + Blkedper + Astper + threePRate +
## threePRateD + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Ftper 1 0.0000000070946 52
## - EliteSOS 1 0.0000000072162 52
## - barthag_rk 1 0.0000000073925 52
## - adj_t 1 0.0000000074756 52
## - adj_d_rk 1 0.0000000074909 52
## - Op.Ftper 1 0.0000000074954 52
## - Blkedper 1 0.0000000075263 52
## - threePRate 1 0.0000000077999 52
## - twoPperD 1 0.0000000078005 52
## - Astper 1 0.0000000078569 52
## - PPPDef 1 0.0000000079561 52
## - threePperD 1 0.0000000080454 52
## - OpORebper 1 0.0000000080716 52
## - adj_t_rk 1 0.0000000086565 52
## - RawT 1 0.0000000088864 52
## - barthag 1 0.0000000089408 52
## - AvgHgt 1 0.0000000090210 52
## - TOVperD 1 0.0000000091122 52
## - EffHgt 1 0.0000000092281 52
## - threePRateD 1 0.0000000095961 52
## - Talent 1 0.0000000098233 52
## - FTRateD 1 0.0000000102989 52
## - wab 1 0.0000000107567 52
## - eFG 1 0.0000000125588 52
## - TOVper 1 0.0000000150896 52
## - PPPOff 1 0.0000000172562 52
## <none> 0.0000000067829 54## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=52
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t + adj_t_rk +
## wab + eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPperD + threePperD + Blkedper + Astper + threePRate +
## threePRateD + AvgHgt + EffHgt + Talent + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t 1 0.0000000076451 50
## - adj_d_rk 1 0.0000000076631 50
## - barthag_rk 1 0.0000000076718 50
## - Op.Ftper 1 0.0000000076968 50
## - EliteSOS 1 0.0000000077383 50
## - twoPperD 1 0.0000000078522 50
## - Astper 1 0.0000000079059 50
## - PPPDef 1 0.0000000079922 50
## - threePperD 1 0.0000000080953 50
## - Blkedper 1 0.0000000081001 50
## - OpORebper 1 0.0000000081551 50
## - threePRate 1 0.0000000086330 50
## - barthag 1 0.0000000090978 50
## - TOVperD 1 0.0000000091022 50
## - RawT 1 0.0000000091453 50
## - AvgHgt 1 0.0000000091539 50
## - threePRateD 1 0.0000000095395 50
## - EffHgt 1 0.0000000096021 50
## - adj_t_rk 1 0.0000000097281 50
## - Talent 1 0.0000000098552 50
## - FTRateD 1 0.0000000102959 50
## - wab 1 0.0000000118293 50
## - eFG 1 0.0000000144860 50
## - TOVper 1 0.0000000173150 50
## - PPPOff 1 0.0000000220543 50
## <none> 0.0000000070946 52## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=50
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab +
## eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPperD +
## threePperD + Blkedper + Astper + threePRate + threePRateD +
## AvgHgt + EffHgt + Talent + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Op.Ftper 1 0.0000000078752 48
## - twoPperD 1 0.0000000081560 48
## - barthag_rk 1 0.0000000082936 48
## - threePperD 1 0.0000000083098 48
## - Blkedper 1 0.0000000083835 48
## - PPPDef 1 0.0000000083855 48
## - EliteSOS 1 0.0000000084729 48
## - adj_d_rk 1 0.0000000085052 48
## - OpORebper 1 0.0000000085413 48
## - Astper 1 0.0000000085679 48
## - TOVperD 1 0.0000000091871 48
## - threePRate 1 0.0000000092761 48
## - RawT 1 0.0000000096140 48
## - adj_t_rk 1 0.0000000096253 48
## - barthag 1 0.0000000096451 48
## - Talent 1 0.0000000099861 48
## - threePRateD 1 0.0000000100948 48
## - AvgHgt 1 0.0000000107580 48
## - FTRateD 1 0.0000000111643 48
## - EffHgt 1 0.0000000119690 48
## - wab 1 0.0000000124793 48
## - eFG 1 0.0000000144544 48
## - TOVper 1 0.0000000177424 48
## - PPPOff 1 0.0000000221574 48
## <none> 0.0000000076451 50## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=48
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab +
## eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPperD +
## threePperD + Blkedper + Astper + threePRate + threePRateD +
## AvgHgt + EffHgt + Talent + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPperD 1 0.0000000081587 46
## - threePperD 1 0.0000000083144 46
## - PPPDef 1 0.0000000083932 46
## - barthag_rk 1 0.0000000084133 46
## - Blkedper 1 0.0000000084772 46
## - OpORebper 1 0.0000000085921 46
## - Astper 1 0.0000000087476 46
## - EliteSOS 1 0.0000000087673 46
## - TOVperD 1 0.0000000093107 46
## - adj_d_rk 1 0.0000000093361 46
## - threePRate 1 0.0000000095286 46
## - barthag 1 0.0000000096857 46
## - adj_t_rk 1 0.0000000098103 46
## - threePRateD 1 0.0000000101225 46
## - RawT 1 0.0000000101611 46
## - Talent 1 0.0000000106117 46
## - FTRateD 1 0.0000000111801 46
## - AvgHgt 1 0.0000000111813 46
## - wab 1 0.0000000126683 46
## - EffHgt 1 0.0000000135927 46
## - eFG 1 0.0000000145633 46
## - TOVper 1 0.0000000232380 46
## - PPPOff 1 0.0000000242648 46
## <none> 0.0000000078752 48## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=46
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab +
## eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + threePperD +
## Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt +
## Talent + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePperD 1 0.0000000084332 44
## - Blkedper 1 0.0000000084987 44
## - Astper 1 0.0000000088231 44
## - EliteSOS 1 0.0000000088686 44
## - PPPDef 1 0.0000000089229 44
## - barthag_rk 1 0.0000000089876 44
## - OpORebper 1 0.0000000092159 44
## - adj_d_rk 1 0.0000000094230 44
## - threePRate 1 0.0000000095292 44
## - adj_t_rk 1 0.0000000098556 44
## - RawT 1 0.0000000102226 44
## - barthag 1 0.0000000108220 44
## - AvgHgt 1 0.0000000112394 44
## - Talent 1 0.0000000113917 44
## - threePRateD 1 0.0000000117067 44
## - wab 1 0.0000000127644 44
## - eFG 1 0.0000000145727 44
## - FTRateD 1 0.0000000148106 44
## - EffHgt 1 0.0000000163675 44
## - TOVper 1 0.0000000237132 44
## - TOVperD 1 0.0000000247785 44
## - PPPOff 1 0.0000000252280 44
## <none> 0.0000000081587 46## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=44
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab +
## eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + Blkedper +
## Astper + threePRate + threePRateD + AvgHgt + EffHgt + Talent +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkedper 1 0.000000008510 42
## - PPPDef 1 0.000000008940 42
## - OpORebper 1 0.000000009225 42
## - Astper 1 0.000000009241 42
## - EliteSOS 1 0.000000009441 42
## - barthag_rk 1 0.000000009447 42
## - adj_d_rk 1 0.000000009504 42
## - threePRate 1 0.000000009568 42
## - adj_t_rk 1 0.000000010020 42
## - RawT 1 0.000000010271 42
## - barthag 1 0.000000011109 42
## - AvgHgt 1 0.000000011257 42
## - Talent 1 0.000000011463 42
## - threePRateD 1 0.000000011767 42
## - wab 1 0.000000014392 42
## - FTRateD 1 0.000000014654 42
## - eFG 1 0.000000014936 42
## - EffHgt 1 0.000000017084 42
## - TOVper 1 0.000000023798 42
## - PPPOff 1 0.000000025389 42
## - TOVperD 1 0.000000036044 42
## <none> 0.000000008433 44## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=42
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab +
## eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + Astper +
## threePRate + threePRateD + AvgHgt + EffHgt + Talent + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Astper 1 0.000000009315 40
## - PPPDef 1 0.000000009416 40
## - OpORebper 1 0.000000009527 40
## - barthag_rk 1 0.000000009561 40
## - threePRate 1 0.000000009623 40
## - EliteSOS 1 0.000000009631 40
## - adj_d_rk 1 0.000000010253 40
## - RawT 1 0.000000010346 40
## - adj_t_rk 1 0.000000010610 40
## - barthag 1 0.000000011180 40
## - AvgHgt 1 0.000000011664 40
## - Talent 1 0.000000011842 40
## - threePRateD 1 0.000000011926 40
## - wab 1 0.000000015178 40
## - eFG 1 0.000000016800 40
## - FTRateD 1 0.000000017801 40
## - EffHgt 1 0.000000018133 40
## - PPPOff 1 0.000000027021 40
## - TOVper 1 0.000000027628 40
## - TOVperD 1 0.000000045359 40
## <none> 0.000000008510 42## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=40
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab +
## eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + threePRate +
## threePRateD + AvgHgt + EffHgt + Talent + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EliteSOS 1 0.000000010579 38
## - OpORebper 1 0.000000010600 38
## - PPPDef 1 0.000000010640 38
## - barthag_rk 1 0.000000010719 38
## - threePRate 1 0.000000010802 38
## - adj_d_rk 1 0.000000011470 38
## - RawT 1 0.000000011858 38
## - AvgHgt 1 0.000000011902 38
## - threePRateD 1 0.000000012392 38
## - adj_t_rk 1 0.000000013006 38
## - barthag 1 0.000000013895 38
## - Talent 1 0.000000015450 38
## - FTRateD 1 0.000000018693 38
## - wab 1 0.000000019972 38
## - EffHgt 1 0.000000020739 38
## - eFG 1 0.000000024682 38
## - TOVper 1 0.000000040914 38
## - TOVperD 1 0.000000045321 38
## - PPPOff 1 0.000000048899 38
## <none> 0.000000009315 40## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=38
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab +
## eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + threePRate +
## threePRateD + AvgHgt + EffHgt + Talent + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRate 1 0.000000010815 36
## - barthag_rk 1 0.000000011257 36
## - OpORebper 1 0.000000011620 36
## - AvgHgt 1 0.000000012405 36
## - threePRateD 1 0.000000012468 36
## - RawT 1 0.000000013197 36
## - adj_d_rk 1 0.000000013747 36
## - adj_t_rk 1 0.000000013814 36
## - barthag 1 0.000000013993 36
## - PPPDef 1 0.000000015059 36
## - Talent 1 0.000000016058 36
## - FTRateD 1 0.000000022878 36
## - eFG 1 0.000000026478 36
## - EffHgt 1 0.000000030424 36
## - wab 1 0.000000035812 36
## - TOVperD 1 0.000000049227 36
## - PPPOff 1 0.000000094971 36
## - TOVper 1 0.000000100672 36
## <none> 0.000000010579 38## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=36
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab +
## eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + threePRateD +
## AvgHgt + EffHgt + Talent + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag_rk 1 0.000000011181 34
## - OpORebper 1 0.000000013159 34
## - threePRateD 1 0.000000013574 34
## - barthag 1 0.000000014216 34
## - AvgHgt 1 0.000000014369 34
## - adj_d_rk 1 0.000000014682 34
## - Talent 1 0.000000016076 34
## - adj_t_rk 1 0.000000016801 34
## - PPPDef 1 0.000000016911 34
## - RawT 1 0.000000017424 34
## - FTRateD 1 0.000000025558 34
## - eFG 1 0.000000028652 34
## - TOVperD 1 0.000000053380 34
## - EffHgt 1 0.000000054748 34
## - wab 1 0.000000089363 34
## - TOVper 1 0.000000139015 34
## - PPPOff 1 0.000000158333 34
## <none> 0.000000010815 36## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=34
## conf_winner ~ barthag + adj_d_rk + adj_t_rk + wab + eFG + FTRateD +
## TOVper + TOVperD + OpORebper + RawT + threePRateD + AvgHgt +
## EffHgt + Talent + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpORebper 1 0.000000014330 32
## - AvgHgt 1 0.000000014637 32
## - adj_d_rk 1 0.000000014734 32
## - threePRateD 1 0.000000015112 32
## - PPPDef 1 0.000000017194 32
## - barthag 1 0.000000019801 32
## - adj_t_rk 1 0.000000023770 32
## - Talent 1 0.000000025435 32
## - FTRateD 1 0.000000025642 32
## - eFG 1 0.000000028784 32
## - RawT 1 0.000000029218 32
## - TOVperD 1 0.000000064314 32
## - EffHgt 1 0.000000070162 32
## - wab 1 0.000000104334 32
## - TOVper 1 0.000000140911 32
## - PPPOff 1 0.000000183157 32
## <none> 0.000000011181 34## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=32
## conf_winner ~ barthag + adj_d_rk + adj_t_rk + wab + eFG + FTRateD +
## TOVper + TOVperD + RawT + threePRateD + AvgHgt + EffHgt +
## Talent + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRateD 1 0.000000016747 30
## - AvgHgt 1 0.000000017505 30
## - adj_d_rk 1 0.000000019404 30
## - barthag 1 0.000000020703 30
## - PPPDef 1 0.000000020815 30
## - Talent 1 0.000000030365 30
## - adj_t_rk 1 0.000000033272 30
## - FTRateD 1 0.000000035195 30
## - RawT 1 0.000000044395 30
## - TOVperD 1 0.000000065078 30
## - eFG 1 0.000000068446 30
## - wab 1 0.000000107076 30
## - EffHgt 1 0.000000143525 30
## - PPPOff 1 0.000000184318 30
## - TOVper 1 0.000000235834 30
## <none> 0.000000014330 32## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=30
## conf_winner ~ barthag + adj_d_rk + adj_t_rk + wab + eFG + FTRateD +
## TOVper + TOVperD + RawT + AvgHgt + EffHgt + Talent + PPPOff +
## PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - AvgHgt 1 0.0000000188 28
## - PPPDef 1 0.0000000235 28
## - adj_d_rk 1 0.0000000239 28
## - adj_t_rk 1 0.0000000351 28
## - FTRateD 1 0.0000000410 28
## - Talent 1 0.0000000448 28
## - RawT 1 0.0000000459 28
## - barthag 1 0.0000000463 28
## - eFG 1 0.0000000707 28
## - EffHgt 1 0.0000001880 28
## - TOVper 1 0.0000002670 28
## - wab 1 0.0000003329 28
## - TOVperD 1 0.0000004951 28
## - PPPOff 1 0.0000118280 28
## <none> 0.0000000167 30## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=28
## conf_winner ~ barthag + adj_d_rk + adj_t_rk + wab + eFG + FTRateD +
## TOVper + TOVperD + RawT + EffHgt + Talent + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d_rk 1 0.000 26.000
## - PPPDef 1 0.000 26.000
## - adj_t_rk 1 0.000 26.000
## - Talent 1 0.000 26.000
## - barthag 1 0.000 26.000
## - FTRateD 1 0.000 26.000
## - RawT 1 0.000 26.000
## - eFG 1 0.000 26.000
## - EffHgt 1 0.000 26.000
## - TOVper 1 0.000 26.000
## - wab 1 0.000 26.000
## - TOVperD 1 0.000 26.000
## <none> 0.000 28.000
## - PPPOff 1 15.314 41.314## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=26
## conf_winner ~ barthag + adj_t_rk + wab + eFG + FTRateD + TOVper +
## TOVperD + RawT + EffHgt + Talent + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - PPPDef 1 0.000 24.000
## - barthag 1 0.000 24.000
## - FTRateD 1 0.000 24.000
## - Talent 1 0.000 24.000
## - adj_t_rk 1 0.000 24.000
## - RawT 1 0.000 24.000
## - eFG 1 0.000 24.000
## - EffHgt 1 0.000 24.000
## - TOVper 1 0.000 24.000
## - wab 1 0.000 24.000
## <none> 0.000 26.000
## - TOVperD 1 15.376 39.376
## - PPPOff 1 16.799 40.799## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=24
## conf_winner ~ barthag + adj_t_rk + wab + eFG + FTRateD + TOVper +
## TOVperD + RawT + EffHgt + Talent + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag 1 0.000 22.000
## - FTRateD 1 0.000 22.000
## - Talent 1 0.000 22.000
## - adj_t_rk 1 0.000 22.000
## - RawT 1 0.000 22.000
## - eFG 1 0.000 22.000
## - EffHgt 1 0.000 22.000
## - wab 1 0.000 22.000
## <none> 0.000 24.000
## - TOVper 1 10.589 32.589
## - TOVperD 1 16.479 38.479
## - PPPOff 1 26.608 48.608## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=22
## conf_winner ~ adj_t_rk + wab + eFG + FTRateD + TOVper + TOVperD +
## RawT + EffHgt + Talent + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Talent 1 0.000 20.000
## - EffHgt 1 0.000 20.000
## - FTRateD 1 0.000 20.000
## - eFG 1 0.000 20.000
## - adj_t_rk 1 0.000 20.000
## <none> 0.000 22.000
## - RawT 1 13.581 33.581
## - TOVperD 1 16.517 36.517
## - TOVper 1 21.474 41.474
## - wab 1 23.561 43.561
## - PPPOff 1 26.716 46.716## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=20
## conf_winner ~ adj_t_rk + wab + eFG + FTRateD + TOVper + TOVperD +
## RawT + EffHgt + PPPOff## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## <none> 0.000 20.000
## - adj_t_rk 1 12.288 30.288
## - RawT 1 16.645 34.645
## - EffHgt 1 17.569 35.569
## - FTRateD 1 20.909 38.909
## - eFG 1 20.922 38.922
## - TOVperD 1 21.631 39.631
## - PPPOff 1 30.043 48.043
## - TOVper 1 31.489 49.489
## - wab 1 32.946 50.946summary(B10_lm.backward)##
## Call:
## glm(formula = conf_winner ~ adj_t_rk + wab + eFG + FTRateD +
## TOVper + TOVperD + RawT + EffHgt + PPPOff, family = "binomial",
## data = B10_train.df, na.action = na.exclude)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -2485.3744 839622.9398 -0.003 0.998
## adj_t_rk 0.9592 227.0188 0.004 0.997
## wab 24.8541 4743.1960 0.005 0.996
## eFG -43.2009 7724.0874 -0.006 0.996
## FTRateD -10.3226 2872.7932 -0.004 0.997
## TOVper 35.6114 8472.0792 0.004 0.997
## TOVperD 34.8198 6059.6156 0.006 0.995
## RawT 28.8669 6408.2791 0.005 0.996
## EffHgt -32.9391 10165.4345 -0.003 0.997
## PPPOff 3713.7764 614978.0886 0.006 0.995
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 90.848994314230 on 163 degrees of freedom
## Residual deviance: 0.000000091331 on 154 degrees of freedom
## AIC: 20
##
## Number of Fisher Scoring iterations: 25#accuracy
B10.lm.back.pred <- predict(B10_lm.backward, B10_valid.df, na.action = na.pass)
accuracy(B10.lm.back.pred, B10_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set 378.6646 435.8249 380.0134 NaN InfBased on the backward selection, it is important to note that the variables selected from our function are adj_t_rk, wab, eFG, FTRateD, TOVper, TOVperD, RawT, EffHgt, PPPOff. As stated before, positive coefficients increase the likelihood of being a conference winner while negative coefficients decrease the likelihood of being a conference winner. None of the coefficients for the predictors are statistically significant, as indicated by the p-values (all greater than 0.05). The AIC is 20 which is very low, providing a measure of model fit. A lower AIC indicates a better-fitting model
Forward Selection
B10.lm.null <- lm(conf_winner ~ 1, data = B10_train.df, na.action = na.exclude)
B10.lm.forward <- step(B10.lm.null, direction = 'forward', scope = list(lower = B10.lm.null, upper = B10.lm))## Start: AIC=-427.27
## conf_winner ~ 1
##
## Df Sum of Sq RSS AIC
## + wab 1 2.31810 9.6514 -460.57
## + PPPOff 1 1.77008 10.1994 -451.52
## + adj_o 1 1.76726 10.2023 -451.47
## + Talent 1 1.21250 10.7570 -442.79
## + PPPDef 1 1.15763 10.8119 -441.95
## + eFG 1 1.15741 10.8121 -441.95
## + twoPper 1 1.06608 10.9034 -440.57
## + barthag 1 1.04757 10.9219 -440.29
## + barthag_rk 1 0.93541 11.0341 -438.62
## + Orebper 1 0.93255 11.0370 -438.57
## + adj_o_rk 1 0.79781 11.1717 -436.58
## + adj_d 1 0.76784 11.2017 -436.14
## + threePper 1 0.74805 11.2215 -435.85
## + FTRateD 1 0.73568 11.2338 -435.67
## + FTRate 1 0.65294 11.3166 -434.47
## + eFGD. 1 0.59646 11.3731 -433.65
## + twoPperD 1 0.51219 11.4573 -432.44
## + adj_d_rk 1 0.45370 11.5158 -431.61
## + OpAstper 1 0.39365 11.5759 -430.75
## + Blkedper 1 0.38324 11.5863 -430.61
## + Ftper 1 0.36833 11.6012 -430.40
## + nc_elite_sos 1 0.33927 11.6302 -429.99
## + OpORebper 1 0.32267 11.6468 -429.75
## + nc_fut_sos 1 0.24295 11.7266 -428.63
## + nc_cur_sos 1 0.24295 11.7266 -428.63
## + threePRateD 1 0.20128 11.7682 -428.05
## + threePperD 1 0.17919 11.7903 -427.74
## + Astper 1 0.15051 11.8190 -427.35
## <none> 11.9695 -427.27
## + Adj.T 1 0.09446 11.8751 -426.57
## + RawT 1 0.08552 11.8840 -426.45
## + adj_t 1 0.07192 11.8976 -426.26
## + AvgHgt 1 0.03995 11.9296 -425.82
## + Op.Ftper 1 0.03627 11.9332 -425.77
## + ov_fut_sos 1 0.03156 11.9380 -425.70
## + ov_cur_sos 1 0.03156 11.9380 -425.70
## + ov_elite_sos 1 0.02823 11.9413 -425.66
## + adj_t_rk 1 0.02491 11.9446 -425.61
## + threePRate 1 0.01206 11.9575 -425.44
## + EliteSOS 1 0.00852 11.9610 -425.39
## + Exp 1 0.00807 11.9614 -425.38
## + TOVperD 1 0.00794 11.9616 -425.38
## + Blkper 1 0.00367 11.9658 -425.32
## + EffHgt 1 0.00281 11.9667 -425.31
## + TOVper 1 0.00037 11.9691 -425.28
##
## Step: AIC=-460.57
## conf_winner ~ wab
##
## Df Sum of Sq RSS AIC
## + barthag_rk 1 0.68443 8.9670 -470.64
## + barthag 1 0.58358 9.0678 -468.80
## + Orebper 1 0.27091 9.3805 -463.24
## + FTRate 1 0.23696 9.4145 -462.65
## + TOVper 1 0.18080 9.4706 -461.67
## + Talent 1 0.16011 9.4913 -461.32
## + adj_o_rk 1 0.15847 9.4929 -461.29
## + FTRateD 1 0.13980 9.5116 -460.97
## + Blkper 1 0.13288 9.5185 -460.85
## + Exp 1 0.13173 9.5197 -460.83
## + adj_d_rk 1 0.11756 9.5339 -460.58
## <none> 9.6514 -460.57
## + EliteSOS 1 0.08363 9.5678 -460.00
## + PPPOff 1 0.07887 9.5725 -459.92
## + Op.Ftper 1 0.07548 9.5759 -459.86
## + TOVperD 1 0.07523 9.5762 -459.86
## + ov_fut_sos 1 0.06586 9.5856 -459.70
## + ov_cur_sos 1 0.06586 9.5856 -459.70
## + adj_o 1 0.06029 9.5911 -459.60
## + ov_elite_sos 1 0.05934 9.5921 -459.58
## + twoPper 1 0.04480 9.6066 -459.34
## + threePperD 1 0.03802 9.6134 -459.22
## + Astper 1 0.03283 9.6186 -459.13
## + EffHgt 1 0.03176 9.6197 -459.11
## + eFG 1 0.02802 9.6234 -459.05
## + eFGD. 1 0.02644 9.6250 -459.02
## + threePRate 1 0.02567 9.6257 -459.01
## + nc_elite_sos 1 0.02034 9.6311 -458.92
## + adj_t_rk 1 0.01680 9.6346 -458.86
## + nc_fut_sos 1 0.01246 9.6390 -458.78
## + nc_cur_sos 1 0.01246 9.6390 -458.78
## + threePper 1 0.01187 9.6395 -458.77
## + threePRateD 1 0.01154 9.6399 -458.77
## + PPPDef 1 0.01113 9.6403 -458.76
## + adj_d 1 0.00832 9.6431 -458.71
## + OpORebper 1 0.00825 9.6432 -458.71
## + twoPperD 1 0.00781 9.6436 -458.71
## + Ftper 1 0.00301 9.6484 -458.62
## + AvgHgt 1 0.00215 9.6493 -458.61
## + RawT 1 0.00195 9.6495 -458.61
## + Blkedper 1 0.00156 9.6499 -458.60
## + adj_t 1 0.00104 9.6504 -458.59
## + Adj.T 1 0.00036 9.6511 -458.58
## + OpAstper 1 0.00025 9.6512 -458.58
##
## Step: AIC=-470.64
## conf_winner ~ wab + barthag_rk
##
## Df Sum of Sq RSS AIC
## + Orebper 1 0.40484 8.5621 -476.21
## + adj_o 1 0.26878 8.6982 -473.63
## + PPPOff 1 0.26230 8.7047 -473.50
## + Talent 1 0.23306 8.7339 -472.95
## + FTRate 1 0.17082 8.7962 -471.79
## + Op.Ftper 1 0.16847 8.7985 -471.75
## + TOVperD 1 0.14730 8.8197 -471.35
## + TOVper 1 0.12985 8.8371 -471.03
## <none> 8.9670 -470.64
## + twoPper 1 0.08995 8.8770 -470.29
## + FTRateD 1 0.08896 8.8780 -470.27
## + PPPDef 1 0.08891 8.8781 -470.27
## + Exp 1 0.08276 8.8842 -470.16
## + eFG 1 0.07991 8.8871 -470.10
## + barthag 1 0.07450 8.8925 -470.00
## + Blkper 1 0.07281 8.8942 -469.97
## + adj_t_rk 1 0.04746 8.9195 -469.51
## + threePper 1 0.03694 8.9300 -469.31
## + EliteSOS 1 0.03556 8.9314 -469.29
## + Astper 1 0.03290 8.9341 -469.24
## + EffHgt 1 0.03251 8.9345 -469.23
## + ov_fut_sos 1 0.03082 8.9362 -469.20
## + ov_cur_sos 1 0.03082 8.9362 -469.20
## + ov_elite_sos 1 0.02976 8.9372 -469.18
## + threePRate 1 0.02477 8.9422 -469.09
## + Ftper 1 0.02270 8.9443 -469.05
## + nc_elite_sos 1 0.01848 8.9485 -468.97
## + adj_t 1 0.01505 8.9519 -468.91
## + nc_fut_sos 1 0.01156 8.9554 -468.85
## + nc_cur_sos 1 0.01156 8.9554 -468.85
## + adj_o_rk 1 0.01020 8.9568 -468.82
## + AvgHgt 1 0.00980 8.9572 -468.82
## + adj_d 1 0.00795 8.9590 -468.78
## + twoPperD 1 0.00627 8.9607 -468.75
## + Adj.T 1 0.00575 8.9612 -468.74
## + eFGD. 1 0.00450 8.9625 -468.72
## + adj_d_rk 1 0.00436 8.9626 -468.72
## + RawT 1 0.00275 8.9642 -468.69
## + threePRateD 1 0.00161 8.9654 -468.67
## + Blkedper 1 0.00097 8.9660 -468.65
## + OpAstper 1 0.00072 8.9663 -468.65
## + OpORebper 1 0.00052 8.9665 -468.65
## + threePperD 1 0.00016 8.9668 -468.64
##
## Step: AIC=-476.21
## conf_winner ~ wab + barthag_rk + Orebper
##
## Df Sum of Sq RSS AIC
## + adj_o 1 0.224883 8.3373 -478.58
## + Blkper 1 0.216976 8.3452 -478.42
## + FTRateD 1 0.211313 8.3508 -478.31
## + PPPOff 1 0.148821 8.4133 -477.09
## + twoPper 1 0.132332 8.4298 -476.77
## + Talent 1 0.131793 8.4304 -476.76
## + eFG 1 0.127737 8.4344 -476.68
## + Op.Ftper 1 0.126353 8.4358 -476.65
## <none> 8.5621 -476.21
## + TOVperD 1 0.075935 8.4862 -475.67
## + twoPperD 1 0.051295 8.5109 -475.20
## + PPPDef 1 0.050434 8.5117 -475.18
## + EffHgt 1 0.049636 8.5125 -475.17
## + Ftper 1 0.047963 8.5142 -475.13
## + threePper 1 0.043545 8.5186 -475.05
## + threePRate 1 0.040334 8.5218 -474.99
## + barthag 1 0.033032 8.5291 -474.85
## + eFGD. 1 0.028703 8.5334 -474.76
## + AvgHgt 1 0.019390 8.5428 -474.58
## + FTRate 1 0.016955 8.5452 -474.54
## + Exp 1 0.016462 8.5457 -474.53
## + nc_elite_sos 1 0.010756 8.5514 -474.42
## + Astper 1 0.010034 8.5521 -474.40
## + OpORebper 1 0.009463 8.5527 -474.39
## + adj_d 1 0.006362 8.5558 -474.33
## + nc_fut_sos 1 0.003687 8.5585 -474.28
## + nc_cur_sos 1 0.003687 8.5585 -474.28
## + OpAstper 1 0.002652 8.5595 -474.26
## + TOVper 1 0.001879 8.5603 -474.25
## + ov_elite_sos 1 0.001878 8.5603 -474.25
## + adj_d_rk 1 0.001724 8.5604 -474.25
## + adj_o_rk 1 0.001243 8.5609 -474.24
## + adj_t_rk 1 0.001022 8.5611 -474.23
## + EliteSOS 1 0.000667 8.5615 -474.23
## + RawT 1 0.000424 8.5617 -474.22
## + threePRateD 1 0.000135 8.5620 -474.22
## + adj_t 1 0.000053 8.5621 -474.21
## + threePperD 1 0.000027 8.5621 -474.21
## + ov_fut_sos 1 0.000012 8.5621 -474.21
## + ov_cur_sos 1 0.000012 8.5621 -474.21
## + Blkedper 1 0.000008 8.5621 -474.21
## + Adj.T 1 0.000005 8.5621 -474.21
##
## Step: AIC=-478.58
## conf_winner ~ wab + barthag_rk + Orebper + adj_o
##
## Df Sum of Sq RSS AIC
## + adj_d 1 0.71722 7.6200 -491.33
## + PPPDef 1 0.59449 7.7428 -488.71
## + adj_d_rk 1 0.28313 8.0541 -482.24
## + adj_o_rk 1 0.20272 8.1345 -480.61
## + TOVperD 1 0.17018 8.1671 -479.96
## + Talent 1 0.16120 8.1761 -479.78
## + FTRateD 1 0.14442 8.1928 -479.44
## + Blkper 1 0.12794 8.2093 -479.11
## <none> 8.3373 -478.58
## + Op.Ftper 1 0.07552 8.2617 -478.07
## + EffHgt 1 0.04862 8.2886 -477.54
## + TOVper 1 0.02643 8.3108 -477.10
## + threePperD 1 0.02601 8.3113 -477.09
## + twoPper 1 0.02206 8.3152 -477.01
## + AvgHgt 1 0.02037 8.3169 -476.98
## + OpORebper 1 0.02023 8.3170 -476.98
## + FTRate 1 0.01677 8.3205 -476.91
## + threePper 1 0.01648 8.3208 -476.90
## + PPPOff 1 0.01526 8.3220 -476.88
## + Exp 1 0.01286 8.3244 -476.83
## + barthag 1 0.00994 8.3273 -476.77
## + Ftper 1 0.00918 8.3281 -476.76
## + eFGD. 1 0.00834 8.3289 -476.74
## + threePRate 1 0.00468 8.3326 -476.67
## + nc_elite_sos 1 0.00402 8.3332 -476.66
## + adj_t 1 0.00381 8.3335 -476.65
## + nc_fut_sos 1 0.00366 8.3336 -476.65
## + nc_cur_sos 1 0.00366 8.3336 -476.65
## + ov_fut_sos 1 0.00285 8.3344 -476.63
## + ov_cur_sos 1 0.00285 8.3344 -476.63
## + Adj.T 1 0.00262 8.3346 -476.63
## + EliteSOS 1 0.00178 8.3355 -476.61
## + OpAstper 1 0.00175 8.3355 -476.61
## + Astper 1 0.00137 8.3359 -476.60
## + RawT 1 0.00123 8.3360 -476.60
## + Blkedper 1 0.00091 8.3364 -476.60
## + adj_t_rk 1 0.00065 8.3366 -476.59
## + eFG 1 0.00060 8.3367 -476.59
## + threePRateD 1 0.00058 8.3367 -476.59
## + ov_elite_sos 1 0.00033 8.3369 -476.58
## + twoPperD 1 0.00023 8.3370 -476.58
##
## Step: AIC=-491.33
## conf_winner ~ wab + barthag_rk + Orebper + adj_o + adj_d
##
## Df Sum of Sq RSS AIC
## + Op.Ftper 1 0.106550 7.5135 -491.64
## <none> 7.6200 -491.33
## + Talent 1 0.087609 7.5324 -491.23
## + barthag 1 0.075042 7.5450 -490.95
## + FTRateD 1 0.072074 7.5480 -490.89
## + Blkper 1 0.071145 7.5489 -490.87
## + EffHgt 1 0.069389 7.5507 -490.83
## + PPPDef 1 0.057375 7.5627 -490.57
## + TOVper 1 0.053845 7.5662 -490.49
## + twoPper 1 0.045643 7.5744 -490.32
## + twoPperD 1 0.041116 7.5789 -490.22
## + threePRate 1 0.040439 7.5796 -490.20
## + TOVperD 1 0.036875 7.5832 -490.13
## + FTRate 1 0.036849 7.5832 -490.12
## + Ftper 1 0.030348 7.5897 -489.98
## + adj_o_rk 1 0.028730 7.5913 -489.95
## + eFGD. 1 0.028478 7.5916 -489.94
## + Exp 1 0.023486 7.5966 -489.84
## + threePRateD 1 0.020152 7.5999 -489.76
## + AvgHgt 1 0.012876 7.6072 -489.61
## + threePper 1 0.011954 7.6081 -489.59
## + ov_elite_sos 1 0.011205 7.6088 -489.57
## + eFG 1 0.009935 7.6101 -489.54
## + OpORebper 1 0.009162 7.6109 -489.53
## + RawT 1 0.005847 7.6142 -489.46
## + Blkedper 1 0.005536 7.6145 -489.45
## + adj_d_rk 1 0.004105 7.6159 -489.42
## + EliteSOS 1 0.003617 7.6164 -489.41
## + OpAstper 1 0.002664 7.6174 -489.39
## + Astper 1 0.001810 7.6182 -489.37
## + Adj.T 1 0.001596 7.6185 -489.36
## + ov_fut_sos 1 0.001242 7.6188 -489.36
## + ov_cur_sos 1 0.001242 7.6188 -489.36
## + PPPOff 1 0.001084 7.6190 -489.35
## + adj_t 1 0.000896 7.6192 -489.35
## + threePperD 1 0.000781 7.6193 -489.35
## + adj_t_rk 1 0.000515 7.6195 -489.34
## + nc_elite_sos 1 0.000132 7.6199 -489.33
## + nc_fut_sos 1 0.000010 7.6200 -489.33
## + nc_cur_sos 1 0.000010 7.6200 -489.33
##
## Step: AIC=-491.64
## conf_winner ~ wab + barthag_rk + Orebper + adj_o + adj_d + Op.Ftper
##
## Df Sum of Sq RSS AIC
## <none> 7.5135 -491.64
## + PPPDef 1 0.081090 7.4324 -491.42
## + Talent 1 0.079765 7.4337 -491.39
## + FTRateD 1 0.076093 7.4374 -491.31
## + Blkper 1 0.063697 7.4498 -491.04
## + barthag 1 0.062182 7.4513 -491.00
## + EffHgt 1 0.059402 7.4541 -490.94
## + TOVper 1 0.051482 7.4620 -490.77
## + FTRate 1 0.041469 7.4720 -490.55
## + TOVperD 1 0.040233 7.4733 -490.52
## + threePRate 1 0.040060 7.4734 -490.52
## + twoPperD 1 0.035910 7.4776 -490.42
## + adj_o_rk 1 0.033980 7.4795 -490.38
## + Exp 1 0.033358 7.4801 -490.37
## + twoPper 1 0.030282 7.4832 -490.30
## + eFGD. 1 0.018693 7.4948 -490.05
## + Ftper 1 0.018255 7.4952 -490.04
## + Blkedper 1 0.014673 7.4988 -489.96
## + AvgHgt 1 0.012655 7.5008 -489.92
## + threePRateD 1 0.008365 7.5051 -489.82
## + ov_elite_sos 1 0.007631 7.5059 -489.81
## + threePper 1 0.007373 7.5061 -489.80
## + eFG 1 0.006717 7.5068 -489.79
## + RawT 1 0.006214 7.5073 -489.77
## + PPPOff 1 0.004055 7.5094 -489.73
## + OpAstper 1 0.003716 7.5098 -489.72
## + threePperD 1 0.003148 7.5103 -489.71
## + EliteSOS 1 0.003116 7.5104 -489.71
## + adj_d_rk 1 0.002867 7.5106 -489.70
## + Astper 1 0.002408 7.5111 -489.69
## + ov_fut_sos 1 0.002224 7.5113 -489.69
## + ov_cur_sos 1 0.002224 7.5113 -489.69
## + Adj.T 1 0.001923 7.5116 -489.68
## + nc_elite_sos 1 0.001908 7.5116 -489.68
## + adj_t 1 0.001415 7.5121 -489.67
## + nc_fut_sos 1 0.000544 7.5130 -489.65
## + nc_cur_sos 1 0.000544 7.5130 -489.65
## + OpORebper 1 0.000003 7.5135 -489.64
## + adj_t_rk 1 0.000000 7.5135 -489.64#accuracy
B10.lm.forward.pred <- predict(B10.lm.forward, B10_valid.df, na.action = na.pass)
accuracy(B10.lm.forward.pred, B10_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set 0.01186945 0.245356 0.1461653 NaN InfStepwise Selection
B10.lm.stepwise <- step(B10.lm, direction = 'both')## Start: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Exp 1 0.0000000055303 84
## - Orebper 1 0.0000000055323 84
## - twoPper 1 0.0000000055336 84
## - TOVper 1 0.0000000055354 84
## - threePper 1 0.0000000055398 84
## - OpAstper 1 0.0000000055400 84
## - nc_elite_sos 1 0.0000000055419 84
## - eFG 1 0.0000000055437 84
## - PPPOff 1 0.0000000055515 84
## - Blkper 1 0.0000000055562 84
## - eFGD. 1 0.0000000055681 84
## - nc_fut_sos 1 0.0000000055861 84
## - twoPperD 1 0.0000000055895 84
## - adj_o_rk 1 0.0000000056105 84
## - threePperD 1 0.0000000056133 84
## - ov_elite_sos 1 0.0000000056250 84
## - adj_t_rk 1 0.0000000056306 84
## - OpORebper 1 0.0000000056345 84
## - ov_fut_sos 1 0.0000000056378 84
## - EliteSOS 1 0.0000000056397 84
## - FTRate 1 0.0000000056407 84
## - PPPDef 1 0.0000000056465 84
## - Blkedper 1 0.0000000056493 84
## - Adj.T 1 0.0000000056849 84
## - adj_t 1 0.0000000057018 84
## - Ftper 1 0.0000000057112 84
## - Op.Ftper 1 0.0000000057308 84
## - adj_d 1 0.0000000057596 84
## - TOVperD 1 0.0000000057603 84
## - Astper 1 0.0000000057666 84
## - adj_o 1 0.0000000057766 84
## - threePRateD 1 0.0000000057991 84
## - adj_d_rk 1 0.0000000058046 84
## - threePRate 1 0.0000000058169 84
## - FTRateD 1 0.0000000058172 84
## - barthag_rk 1 0.0000000059718 84
## - AvgHgt 1 0.0000000059934 84
## - wab 1 0.0000000060370 84
## - RawT 1 0.0000000062435 84
## - EffHgt 1 0.0000000063483 84
## - barthag 1 0.0000000063792 84
## - Talent 1 0.0000000068937 84
## <none> 0.0000000055305 86## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Orebper 1 0.0000000055350 82
## - OpAstper 1 0.0000000055389 82
## - TOVper 1 0.0000000055408 82
## - nc_elite_sos 1 0.0000000055439 82
## - twoPper 1 0.0000000055466 82
## - Blkper 1 0.0000000055529 82
## - eFGD. 1 0.0000000055636 82
## - threePper 1 0.0000000055655 82
## - eFG 1 0.0000000055656 82
## - PPPOff 1 0.0000000055681 82
## - twoPperD 1 0.0000000055819 82
## - nc_fut_sos 1 0.0000000055826 82
## - threePperD 1 0.0000000056019 82
## - adj_o_rk 1 0.0000000056124 82
## - ov_fut_sos 1 0.0000000056263 82
## - ov_elite_sos 1 0.0000000056265 82
## - EliteSOS 1 0.0000000056427 82
## - FTRate 1 0.0000000056548 82
## - OpORebper 1 0.0000000056657 82
## - Adj.T 1 0.0000000056855 82
## - adj_t_rk 1 0.0000000056883 82
## - PPPDef 1 0.0000000056967 82
## - Ftper 1 0.0000000057042 82
## - Blkedper 1 0.0000000057160 82
## - adj_t 1 0.0000000057433 82
## - adj_d 1 0.0000000057671 82
## - Op.Ftper 1 0.0000000057795 82
## - adj_o 1 0.0000000057838 82
## - Astper 1 0.0000000057896 82
## - adj_d_rk 1 0.0000000058187 82
## - threePRateD 1 0.0000000058212 82
## - threePRate 1 0.0000000058789 82
## - TOVperD 1 0.0000000058886 82
## - barthag_rk 1 0.0000000059719 82
## - FTRateD 1 0.0000000059778 82
## - AvgHgt 1 0.0000000060237 82
## - wab 1 0.0000000060760 82
## - EffHgt 1 0.0000000063478 82
## - barthag 1 0.0000000063813 82
## - RawT 1 0.0000000064590 82
## - Talent 1 0.0000000069051 82
## <none> 0.0000000055303 84
## + Exp 1 0.0000000055305 86## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + OpORebper + RawT + twoPper + twoPperD +
## threePper + threePperD + Blkper + Blkedper + Astper + OpAstper +
## threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Talent +
## Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpAstper 1 0.0000000055441 80
## - twoPper 1 0.0000000055486 80
## - eFGD. 1 0.0000000055526 80
## - nc_elite_sos 1 0.0000000055615 80
## - threePper 1 0.0000000055635 80
## - Blkper 1 0.0000000055729 80
## - twoPperD 1 0.0000000055752 80
## - nc_fut_sos 1 0.0000000055867 80
## - threePperD 1 0.0000000055973 80
## - adj_o_rk 1 0.0000000056084 80
## - ov_fut_sos 1 0.0000000056340 80
## - EliteSOS 1 0.0000000056711 80
## - OpORebper 1 0.0000000056775 80
## - adj_t_rk 1 0.0000000056824 80
## - FTRate 1 0.0000000056854 80
## - ov_elite_sos 1 0.0000000057005 80
## - PPPDef 1 0.0000000057035 80
## - eFG 1 0.0000000057215 80
## - Blkedper 1 0.0000000057223 80
## - adj_d 1 0.0000000057490 80
## - Adj.T 1 0.0000000057751 80
## - adj_t 1 0.0000000057777 80
## - Op.Ftper 1 0.0000000057920 80
## - adj_o 1 0.0000000058008 80
## - Astper 1 0.0000000058171 80
## - adj_d_rk 1 0.0000000058210 80
## - Ftper 1 0.0000000058321 80
## - threePRateD 1 0.0000000058495 80
## - TOVperD 1 0.0000000058885 80
## - threePRate 1 0.0000000059298 80
## - FTRateD 1 0.0000000059893 80
## - barthag_rk 1 0.0000000059924 80
## - AvgHgt 1 0.0000000060201 80
## - wab 1 0.0000000060512 80
## - PPPOff 1 0.0000000063428 80
## - barthag 1 0.0000000064019 80
## - EffHgt 1 0.0000000064330 80
## - RawT 1 0.0000000064922 80
## - Talent 1 0.0000000069380 80
## - TOVper 1 0.0000000071739 80
## <none> 0.0000000055350 82
## + Orebper 1 0.0000000055303 84
## + Exp 1 0.0000000055323 84## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + OpORebper + RawT + twoPper + twoPperD +
## threePper + threePperD + Blkper + Blkedper + Astper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFGD. 1 0.0000000055662 78
## - twoPper 1 0.0000000055671 78
## - Blkper 1 0.0000000055707 78
## - threePper 1 0.0000000055756 78
## - nc_elite_sos 1 0.0000000055851 78
## - nc_fut_sos 1 0.0000000055983 78
## - twoPperD 1 0.0000000056092 78
## - adj_o_rk 1 0.0000000056266 78
## - threePperD 1 0.0000000056491 78
## - ov_fut_sos 1 0.0000000056579 78
## - OpORebper 1 0.0000000056865 78
## - EliteSOS 1 0.0000000056951 78
## - adj_t_rk 1 0.0000000057049 78
## - PPPDef 1 0.0000000057115 78
## - ov_elite_sos 1 0.0000000057338 78
## - FTRate 1 0.0000000057351 78
## - Blkedper 1 0.0000000057410 78
## - Adj.T 1 0.0000000057836 78
## - adj_d 1 0.0000000057924 78
## - Op.Ftper 1 0.0000000058018 78
## - eFG 1 0.0000000058088 78
## - adj_t 1 0.0000000058324 78
## - Ftper 1 0.0000000058806 78
## - adj_o 1 0.0000000058840 78
## - adj_d_rk 1 0.0000000058938 78
## - TOVperD 1 0.0000000059009 78
## - threePRateD 1 0.0000000059977 78
## - FTRateD 1 0.0000000060132 78
## - Astper 1 0.0000000060222 78
## - AvgHgt 1 0.0000000060226 78
## - barthag_rk 1 0.0000000060312 78
## - wab 1 0.0000000060655 78
## - threePRate 1 0.0000000060985 78
## - PPPOff 1 0.0000000064380 78
## - barthag 1 0.0000000064892 78
## - RawT 1 0.0000000066021 78
## - EffHgt 1 0.0000000067044 78
## - Talent 1 0.0000000069829 78
## - TOVper 1 0.0000000072221 78
## <none> 0.0000000055441 80
## + OpAstper 1 0.0000000055350 82
## + Orebper 1 0.0000000055389 82
## + Exp 1 0.0000000055453 82## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + FTRate + FTRateD + TOVper +
## TOVperD + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + Astper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPper 1 0.0000000055772 76
## - threePper 1 0.0000000055853 76
## - nc_fut_sos 1 0.0000000056249 76
## - adj_o_rk 1 0.0000000056372 76
## - Blkper 1 0.0000000056399 76
## - nc_elite_sos 1 0.0000000056547 76
## - ov_fut_sos 1 0.0000000056918 76
## - EliteSOS 1 0.0000000057478 76
## - FTRate 1 0.0000000057478 76
## - ov_elite_sos 1 0.0000000057479 76
## - twoPperD 1 0.0000000057486 76
## - Blkedper 1 0.0000000057509 76
## - adj_t_rk 1 0.0000000057560 76
## - Adj.T 1 0.0000000057854 76
## - eFG 1 0.0000000058273 76
## - adj_t 1 0.0000000058456 76
## - threePperD 1 0.0000000058677 76
## - PPPDef 1 0.0000000059089 76
## - adj_d 1 0.0000000059148 76
## - adj_o 1 0.0000000059163 76
## - OpORebper 1 0.0000000059201 76
## - adj_d_rk 1 0.0000000059344 76
## - Ftper 1 0.0000000059688 76
## - Op.Ftper 1 0.0000000060148 76
## - threePRateD 1 0.0000000060253 76
## - barthag_rk 1 0.0000000060327 76
## - AvgHgt 1 0.0000000060329 76
## - Astper 1 0.0000000060638 76
## - wab 1 0.0000000062125 76
## - TOVperD 1 0.0000000062500 76
## - threePRate 1 0.0000000062741 76
## - FTRateD 1 0.0000000063330 76
## - PPPOff 1 0.0000000064459 76
## - barthag 1 0.0000000065919 76
## - RawT 1 0.0000000066959 76
## - EffHgt 1 0.0000000067172 76
## - Talent 1 0.0000000070073 76
## - TOVper 1 0.0000000073829 76
## <none> 0.0000000055662 78
## + eFGD. 1 0.0000000055441 80
## + OpAstper 1 0.0000000055526 80
## + Exp 1 0.0000000055673 80
## + Orebper 1 0.0000000055751 80## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + FTRate + FTRateD + TOVper +
## TOVperD + OpORebper + RawT + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + threePRate + threePRateD + Adj.T +
## AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePper 1 0.0000000055964 74
## - Blkper 1 0.0000000056562 74
## - nc_elite_sos 1 0.0000000056566 74
## - adj_o_rk 1 0.0000000056599 74
## - nc_fut_sos 1 0.0000000056664 74
## - ov_fut_sos 1 0.0000000057089 74
## - twoPperD 1 0.0000000057553 74
## - FTRate 1 0.0000000057561 74
## - adj_t_rk 1 0.0000000057594 74
## - ov_elite_sos 1 0.0000000057701 74
## - Blkedper 1 0.0000000057843 74
## - EliteSOS 1 0.0000000057912 74
## - Adj.T 1 0.0000000058002 74
## - threePperD 1 0.0000000058711 74
## - adj_t 1 0.0000000058755 74
## - adj_d 1 0.0000000059226 74
## - OpORebper 1 0.0000000059307 74
## - PPPDef 1 0.0000000059409 74
## - adj_d_rk 1 0.0000000059516 74
## - adj_o 1 0.0000000059611 74
## - Ftper 1 0.0000000060131 74
## - Op.Ftper 1 0.0000000060177 74
## - threePRateD 1 0.0000000060451 74
## - barthag_rk 1 0.0000000060639 74
## - AvgHgt 1 0.0000000061233 74
## - Astper 1 0.0000000061786 74
## - wab 1 0.0000000062273 74
## - threePRate 1 0.0000000062533 74
## - TOVperD 1 0.0000000062537 74
## - FTRateD 1 0.0000000063918 74
## - PPPOff 1 0.0000000064837 74
## - barthag 1 0.0000000066240 74
## - RawT 1 0.0000000067000 74
## - EffHgt 1 0.0000000067204 74
## - Talent 1 0.0000000071717 74
## - TOVper 1 0.0000000073866 74
## - eFG 1 0.0000000074510 74
## <none> 0.0000000055772 76
## + OpAstper 1 0.0000000055579 78
## + twoPper 1 0.0000000055662 78
## + eFGD. 1 0.0000000055671 78
## + Exp 1 0.0000000055707 78
## + Orebper 1 0.0000000055920 78## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + FTRate + FTRateD + TOVper +
## TOVperD + OpORebper + RawT + twoPperD + threePperD + Blkper +
## Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o_rk 1 0.0000000056589 72
## - nc_fut_sos 1 0.0000000056655 72
## - Blkper 1 0.0000000056818 72
## - nc_elite_sos 1 0.0000000057203 72
## - ov_fut_sos 1 0.0000000057368 72
## - adj_t_rk 1 0.0000000057588 72
## - FTRate 1 0.0000000057729 72
## - ov_elite_sos 1 0.0000000057764 72
## - Blkedper 1 0.0000000057850 72
## - EliteSOS 1 0.0000000058036 72
## - twoPperD 1 0.0000000058390 72
## - adj_t 1 0.0000000058822 72
## - Adj.T 1 0.0000000058888 72
## - adj_d 1 0.0000000059432 72
## - adj_d_rk 1 0.0000000059527 72
## - threePperD 1 0.0000000059595 72
## - adj_o 1 0.0000000059631 72
## - OpORebper 1 0.0000000059641 72
## - PPPDef 1 0.0000000060015 72
## - Ftper 1 0.0000000060218 72
## - Op.Ftper 1 0.0000000060485 72
## - AvgHgt 1 0.0000000061136 72
## - threePRateD 1 0.0000000061314 72
## - barthag_rk 1 0.0000000061945 72
## - Astper 1 0.0000000062256 72
## - TOVperD 1 0.0000000062599 72
## - threePRate 1 0.0000000062672 72
## - wab 1 0.0000000064269 72
## - FTRateD 1 0.0000000064861 72
## - PPPOff 1 0.0000000065120 72
## - barthag 1 0.0000000067867 72
## - RawT 1 0.0000000067921 72
## - EffHgt 1 0.0000000068525 72
## - Talent 1 0.0000000071823 72
## - TOVper 1 0.0000000074295 72
## - eFG 1 0.0000000076030 72
## <none> 0.0000000055964 74
## + Exp 1 0.0000000055770 76
## + threePper 1 0.0000000055772 76
## + eFGD. 1 0.0000000055804 76
## + twoPper 1 0.0000000055853 76
## + OpAstper 1 0.0000000055978 76
## + Orebper 1 0.0000000056173 76## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## ov_fut_sos + eFG + FTRate + FTRateD + TOVper + TOVperD +
## OpORebper + RawT + twoPperD + threePperD + Blkper + Blkedper +
## Astper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_elite_sos 1 0.0000000057471 70
## - Blkper 1 0.0000000057656 70
## - adj_t_rk 1 0.0000000057808 70
## - nc_fut_sos 1 0.0000000057874 70
## - Blkedper 1 0.0000000058158 70
## - FTRate 1 0.0000000058703 70
## - adj_t 1 0.0000000058909 70
## - ov_elite_sos 1 0.0000000058942 70
## - ov_fut_sos 1 0.0000000059001 70
## - twoPperD 1 0.0000000059218 70
## - adj_o 1 0.0000000059913 70
## - adj_d_rk 1 0.0000000059987 70
## - Adj.T 1 0.0000000060027 70
## - EliteSOS 1 0.0000000060053 70
## - threePperD 1 0.0000000060187 70
## - adj_d 1 0.0000000060257 70
## - Ftper 1 0.0000000060676 70
## - PPPDef 1 0.0000000061030 70
## - OpORebper 1 0.0000000061145 70
## - AvgHgt 1 0.0000000061458 70
## - threePRateD 1 0.0000000061936 70
## - Astper 1 0.0000000062398 70
## - Op.Ftper 1 0.0000000062412 70
## - barthag_rk 1 0.0000000062618 70
## - threePRate 1 0.0000000064233 70
## - TOVperD 1 0.0000000064248 70
## - wab 1 0.0000000065426 70
## - PPPOff 1 0.0000000066219 70
## - barthag 1 0.0000000068516 70
## - RawT 1 0.0000000068529 70
## - EffHgt 1 0.0000000068738 70
## - FTRateD 1 0.0000000072232 70
## - Talent 1 0.0000000074161 70
## - TOVper 1 0.0000000075519 70
## - eFG 1 0.0000000076169 70
## <none> 0.0000000056589 72
## + adj_o_rk 1 0.0000000055964 74
## + OpAstper 1 0.0000000056262 74
## + Exp 1 0.0000000056523 74
## + twoPper 1 0.0000000056541 74
## + eFGD. 1 0.0000000056553 74
## + threePper 1 0.0000000056599 74
## + Orebper 1 0.0000000056787 74## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=70
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos +
## eFG + FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPperD + threePperD + Blkper + Blkedper + Astper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkper 1 0.0000000058181 68
## - adj_t_rk 1 0.0000000058872 68
## - ov_elite_sos 1 0.0000000059340 68
## - FTRate 1 0.0000000059892 68
## - adj_o 1 0.0000000059919 68
## - Adj.T 1 0.0000000059985 68
## - Blkedper 1 0.0000000060509 68
## - adj_t 1 0.0000000060627 68
## - ov_fut_sos 1 0.0000000061009 68
## - twoPperD 1 0.0000000061078 68
## - EliteSOS 1 0.0000000061346 68
## - Ftper 1 0.0000000061457 68
## - adj_d 1 0.0000000061651 68
## - nc_fut_sos 1 0.0000000061702 68
## - AvgHgt 1 0.0000000061762 68
## - adj_d_rk 1 0.0000000061898 68
## - threePperD 1 0.0000000061965 68
## - threePRateD 1 0.0000000062059 68
## - barthag_rk 1 0.0000000062584 68
## - Op.Ftper 1 0.0000000062743 68
## - OpORebper 1 0.0000000062927 68
## - PPPDef 1 0.0000000063345 68
## - Astper 1 0.0000000064722 68
## - threePRate 1 0.0000000065621 68
## - PPPOff 1 0.0000000066233 68
## - TOVperD 1 0.0000000066671 68
## - wab 1 0.0000000067137 68
## - EffHgt 1 0.0000000068765 68
## - barthag 1 0.0000000068787 68
## - RawT 1 0.0000000069824 68
## - FTRateD 1 0.0000000074357 68
## - TOVper 1 0.0000000075468 68
## - eFG 1 0.0000000080078 68
## - Talent 1 0.0000000082332 68
## <none> 0.0000000057471 70
## + nc_elite_sos 1 0.0000000056589 72
## + OpAstper 1 0.0000000056976 72
## + adj_o_rk 1 0.0000000057203 72
## + Exp 1 0.0000000057241 72
## + threePper 1 0.0000000057267 72
## + eFGD. 1 0.0000000057285 72
## + twoPper 1 0.0000000057339 72
## + Orebper 1 0.0000000057661 72## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=68
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos +
## eFG + FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPperD + threePperD + Blkedper + Astper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - ov_elite_sos 1 0.0000000060101 66
## - FTRate 1 0.0000000060134 66
## - Adj.T 1 0.0000000060195 66
## - adj_t_rk 1 0.0000000060315 66
## - adj_o 1 0.0000000060378 66
## - adj_t 1 0.0000000060907 66
## - Blkedper 1 0.0000000060924 66
## - ov_fut_sos 1 0.0000000061199 66
## - twoPperD 1 0.0000000061295 66
## - EliteSOS 1 0.0000000061638 66
## - Ftper 1 0.0000000061923 66
## - adj_d 1 0.0000000062039 66
## - nc_fut_sos 1 0.0000000062103 66
## - threePRateD 1 0.0000000062422 66
## - threePperD 1 0.0000000062622 66
## - Op.Ftper 1 0.0000000063167 66
## - OpORebper 1 0.0000000063665 66
## - PPPDef 1 0.0000000063914 66
## - AvgHgt 1 0.0000000064220 66
## - adj_d_rk 1 0.0000000064226 66
## - Astper 1 0.0000000065158 66
## - barthag_rk 1 0.0000000065660 66
## - TOVperD 1 0.0000000067475 66
## - wab 1 0.0000000067844 66
## - threePRate 1 0.0000000068156 66
## - PPPOff 1 0.0000000068774 66
## - RawT 1 0.0000000070048 66
## - EffHgt 1 0.0000000071369 66
## - barthag 1 0.0000000072281 66
## - FTRateD 1 0.0000000076514 66
## - TOVper 1 0.0000000077430 66
## - eFG 1 0.0000000082422 66
## - Talent 1 0.0000000082553 66
## <none> 0.0000000058181 68
## + Blkper 1 0.0000000057471 70
## + nc_elite_sos 1 0.0000000057656 70
## + eFGD. 1 0.0000000057676 70
## + adj_o_rk 1 0.0000000057789 70
## + OpAstper 1 0.0000000057794 70
## + Exp 1 0.0000000058008 70
## + threePper 1 0.0000000058175 70
## + twoPper 1 0.0000000058189 70
## + Orebper 1 0.0000000058191 70## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=66
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_fut_sos + ov_fut_sos + eFG +
## FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPperD + threePperD + Blkedper + Astper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Adj.T 1 0.0000000060501 64
## - ov_fut_sos 1 0.0000000061268 64
## - FTRate 1 0.0000000061473 64
## - adj_o 1 0.0000000061958 64
## - EliteSOS 1 0.0000000062123 64
## - nc_fut_sos 1 0.0000000062289 64
## - adj_d 1 0.0000000062360 64
## - twoPperD 1 0.0000000062916 64
## - adj_t 1 0.0000000063240 64
## - Ftper 1 0.0000000063279 64
## - threePperD 1 0.0000000063881 64
## - OpORebper 1 0.0000000064735 64
## - Op.Ftper 1 0.0000000064785 64
## - Blkedper 1 0.0000000064828 64
## - adj_t_rk 1 0.0000000065215 64
## - PPPDef 1 0.0000000065264 64
## - threePRateD 1 0.0000000066001 64
## - AvgHgt 1 0.0000000066619 64
## - barthag_rk 1 0.0000000066680 64
## - adj_d_rk 1 0.0000000067589 64
## - TOVperD 1 0.0000000068234 64
## - Astper 1 0.0000000068701 64
## - threePRate 1 0.0000000068831 64
## - wab 1 0.0000000068835 64
## - PPPOff 1 0.0000000070647 64
## - EffHgt 1 0.0000000071559 64
## - RawT 1 0.0000000071564 64
## - barthag 1 0.0000000072645 64
## - FTRateD 1 0.0000000076863 64
## - TOVper 1 0.0000000082348 64
## - Talent 1 0.0000000084680 64
## - eFG 1 0.0000000085626 64
## <none> 0.0000000060101 66
## + ov_elite_sos 1 0.0000000058181 68
## + Blkper 1 0.0000000059340 68
## + Orebper 1 0.0000000059659 68
## + eFGD. 1 0.0000000059784 68
## + nc_elite_sos 1 0.0000000059829 68
## + Exp 1 0.0000000059847 68
## + adj_o_rk 1 0.0000000059891 68
## + OpAstper 1 0.0000000059966 68
## + threePper 1 0.0000000060041 68
## + twoPper 1 0.0000000060080 68## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=64
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_fut_sos + ov_fut_sos + eFG +
## FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPperD + threePperD + Blkedper + Astper + threePRate +
## threePRateD + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - ov_fut_sos 1 0.0000000061096 62
## - EliteSOS 1 0.0000000061969 62
## - nc_fut_sos 1 0.0000000062157 62
## - FTRate 1 0.0000000062262 62
## - adj_d 1 0.0000000063068 62
## - adj_o 1 0.0000000063125 62
## - Ftper 1 0.0000000063494 62
## - twoPperD 1 0.0000000064108 62
## - adj_t 1 0.0000000064711 62
## - threePperD 1 0.0000000065275 62
## - Blkedper 1 0.0000000065601 62
## - Op.Ftper 1 0.0000000065817 62
## - OpORebper 1 0.0000000065882 62
## - PPPDef 1 0.0000000066172 62
## - adj_t_rk 1 0.0000000067107 62
## - AvgHgt 1 0.0000000067316 62
## - barthag_rk 1 0.0000000067619 62
## - adj_d_rk 1 0.0000000067874 62
## - threePRateD 1 0.0000000069284 62
## - Astper 1 0.0000000070000 62
## - wab 1 0.0000000070269 62
## - threePRate 1 0.0000000070446 62
## - TOVperD 1 0.0000000071026 62
## - PPPOff 1 0.0000000071031 62
## - RawT 1 0.0000000072341 62
## - EffHgt 1 0.0000000072847 62
## - barthag 1 0.0000000075497 62
## - FTRateD 1 0.0000000079491 62
## - TOVper 1 0.0000000085000 62
## - eFG 1 0.0000000085971 62
## - Talent 1 0.0000000094395 62
## <none> 0.0000000060501 64
## + Adj.T 1 0.0000000060101 66
## + ov_elite_sos 1 0.0000000060195 66
## + adj_o_rk 1 0.0000000060217 66
## + Blkper 1 0.0000000060237 66
## + threePper 1 0.0000000060376 66
## + OpAstper 1 0.0000000060395 66
## + twoPper 1 0.0000000060419 66
## + eFGD. 1 0.0000000060445 66
## + Orebper 1 0.0000000060472 66
## + Exp 1 0.0000000060498 66
## + nc_elite_sos 1 0.0000000060512 66## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=62
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_fut_sos + eFG + FTRate + FTRateD +
## TOVper + TOVperD + OpORebper + RawT + twoPperD + threePperD +
## Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRate 1 0.0000000062297 60
## - nc_fut_sos 1 0.0000000062305 60
## - EliteSOS 1 0.0000000062450 60
## - adj_d 1 0.0000000063098 60
## - adj_o 1 0.0000000063211 60
## - Ftper 1 0.0000000063516 60
## - twoPperD 1 0.0000000064409 60
## - Blkedper 1 0.0000000065684 60
## - adj_t 1 0.0000000065919 60
## - threePperD 1 0.0000000065922 60
## - PPPDef 1 0.0000000066525 60
## - OpORebper 1 0.0000000066635 60
## - Op.Ftper 1 0.0000000067777 60
## - adj_d_rk 1 0.0000000068746 60
## - Astper 1 0.0000000070025 60
## - threePRate 1 0.0000000070474 60
## - adj_t_rk 1 0.0000000070611 60
## - barthag_rk 1 0.0000000070932 60
## - threePRateD 1 0.0000000071133 60
## - TOVperD 1 0.0000000072275 60
## - AvgHgt 1 0.0000000073242 60
## - PPPOff 1 0.0000000075847 60
## - RawT 1 0.0000000076651 60
## - FTRateD 1 0.0000000079760 60
## - wab 1 0.0000000080885 60
## - barthag 1 0.0000000081293 60
## - EffHgt 1 0.0000000085456 60
## - eFG 1 0.0000000086387 60
## - TOVper 1 0.0000000088748 60
## - Talent 1 0.0000000094601 60
## <none> 0.0000000061096 62
## + ov_fut_sos 1 0.0000000060501 64
## + ov_cur_sos 1 0.0000000060501 64
## + adj_o_rk 1 0.0000000060691 64
## + threePper 1 0.0000000060719 64
## + twoPper 1 0.0000000060806 64
## + nc_elite_sos 1 0.0000000060868 64
## + Blkper 1 0.0000000060883 64
## + ov_elite_sos 1 0.0000000060973 64
## + OpAstper 1 0.0000000060980 64
## + eFGD. 1 0.0000000061065 64
## + Exp 1 0.0000000061118 64
## + Orebper 1 0.0000000061138 64
## + Adj.T 1 0.0000000061268 64## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=60
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_fut_sos + eFG + FTRateD + TOVper +
## TOVperD + OpORebper + RawT + twoPperD + threePperD + Blkedper +
## Astper + threePRate + threePRateD + AvgHgt + EffHgt + Talent +
## Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d 1 0.0000000063097 58
## - nc_fut_sos 1 0.0000000063571 58
## - EliteSOS 1 0.0000000063577 58
## - adj_o 1 0.0000000063627 58
## - Ftper 1 0.0000000065033 58
## - twoPperD 1 0.0000000067558 58
## - adj_d_rk 1 0.0000000068746 58
## - Op.Ftper 1 0.0000000068756 58
## - PPPDef 1 0.0000000068932 58
## - threePperD 1 0.0000000068984 58
## - OpORebper 1 0.0000000069277 58
## - adj_t 1 0.0000000069457 58
## - Blkedper 1 0.0000000069947 58
## - threePRate 1 0.0000000070393 58
## - Astper 1 0.0000000070888 58
## - barthag_rk 1 0.0000000073280 58
## - adj_t_rk 1 0.0000000074393 58
## - TOVperD 1 0.0000000075604 58
## - threePRateD 1 0.0000000078570 58
## - AvgHgt 1 0.0000000080353 58
## - FTRateD 1 0.0000000081258 58
## - RawT 1 0.0000000082705 58
## - PPPOff 1 0.0000000086009 58
## - barthag 1 0.0000000086146 58
## - EffHgt 1 0.0000000086194 58
## - Talent 1 0.0000000094978 58
## - wab 1 0.0000000100011 58
## - eFG 1 0.0000000104485 58
## - TOVper 1 0.0000000112854 58
## <none> 0.0000000062297 60
## + FTRate 1 0.0000000061096 62
## + adj_o_rk 1 0.0000000061356 62
## + nc_elite_sos 1 0.0000000061797 62
## + Blkper 1 0.0000000062036 62
## + OpAstper 1 0.0000000062041 62
## + threePper 1 0.0000000062048 62
## + ov_elite_sos 1 0.0000000062119 62
## + twoPper 1 0.0000000062136 62
## + Adj.T 1 0.0000000062184 62
## + eFGD. 1 0.0000000062244 62
## + ov_fut_sos 1 0.0000000062262 62
## + ov_cur_sos 1 0.0000000062262 62
## + Orebper 1 0.0000000062263 62
## + Exp 1 0.0000000062331 62## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=58
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_fut_sos + eFG + FTRateD + TOVper + TOVperD +
## OpORebper + RawT + twoPperD + threePperD + Blkedper + Astper +
## threePRate + threePRateD + AvgHgt + EffHgt + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o 1 0.0000000064073 56
## - EliteSOS 1 0.0000000065642 56
## - nc_fut_sos 1 0.0000000065905 56
## - Ftper 1 0.0000000067288 56
## - twoPperD 1 0.0000000069303 56
## - Op.Ftper 1 0.0000000069374 56
## - PPPDef 1 0.0000000069855 56
## - adj_d_rk 1 0.0000000070171 56
## - threePperD 1 0.0000000070387 56
## - OpORebper 1 0.0000000070855 56
## - Astper 1 0.0000000071940 56
## - Blkedper 1 0.0000000073047 56
## - barthag_rk 1 0.0000000073579 56
## - threePRate 1 0.0000000073791 56
## - adj_t 1 0.0000000073991 56
## - adj_t_rk 1 0.0000000076366 56
## - TOVperD 1 0.0000000077539 56
## - threePRateD 1 0.0000000081333 56
## - AvgHgt 1 0.0000000082603 56
## - FTRateD 1 0.0000000083659 56
## - barthag 1 0.0000000086236 56
## - RawT 1 0.0000000086923 56
## - EffHgt 1 0.0000000087401 56
## - PPPOff 1 0.0000000093463 56
## - Talent 1 0.0000000096132 56
## - wab 1 0.0000000102042 56
## - eFG 1 0.0000000107229 56
## - TOVper 1 0.0000000124037 56
## <none> 0.0000000063097 58
## + adj_d 1 0.0000000062297 60
## + Blkper 1 0.0000000062804 60
## + Orebper 1 0.0000000062820 60
## + Adj.T 1 0.0000000062849 60
## + OpAstper 1 0.0000000063000 60
## + adj_o_rk 1 0.0000000063009 60
## + nc_elite_sos 1 0.0000000063048 60
## + ov_elite_sos 1 0.0000000063055 60
## + twoPper 1 0.0000000063064 60
## + ov_fut_sos 1 0.0000000063064 60
## + ov_cur_sos 1 0.0000000063064 60
## + threePper 1 0.0000000063064 60
## + eFGD. 1 0.0000000063073 60
## + Exp 1 0.0000000063097 60
## + FTRate 1 0.0000000063098 60## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=56
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t + adj_t_rk +
## wab + nc_fut_sos + eFG + FTRateD + TOVper + TOVperD + OpORebper +
## RawT + twoPperD + threePperD + Blkedper + Astper + threePRate +
## threePRateD + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_fut_sos 1 0.0000000067829 54
## - EliteSOS 1 0.0000000068991 54
## - Ftper 1 0.0000000069032 54
## - twoPperD 1 0.0000000070254 54
## - threePperD 1 0.0000000070992 54
## - Op.Ftper 1 0.0000000071058 54
## - adj_d_rk 1 0.0000000071152 54
## - PPPDef 1 0.0000000071241 54
## - OpORebper 1 0.0000000072236 54
## - barthag_rk 1 0.0000000073896 54
## - adj_t 1 0.0000000074266 54
## - threePRate 1 0.0000000074269 54
## - Blkedper 1 0.0000000074551 54
## - Astper 1 0.0000000074782 54
## - TOVperD 1 0.0000000077442 54
## - threePRateD 1 0.0000000082157 54
## - adj_t_rk 1 0.0000000085434 54
## - AvgHgt 1 0.0000000085763 54
## - FTRateD 1 0.0000000087664 54
## - RawT 1 0.0000000088731 54
## - barthag 1 0.0000000089169 54
## - EffHgt 1 0.0000000091631 54
## - Talent 1 0.0000000096727 54
## - wab 1 0.0000000104316 54
## - eFG 1 0.0000000112227 54
## - TOVper 1 0.0000000124630 54
## - PPPOff 1 0.0000000161473 54
## <none> 0.0000000064073 56
## + adj_o 1 0.0000000063097 58
## + Adj.T 1 0.0000000063343 58
## + adj_d 1 0.0000000063627 58
## + Orebper 1 0.0000000063742 58
## + Blkper 1 0.0000000063797 58
## + nc_elite_sos 1 0.0000000063843 58
## + ov_fut_sos 1 0.0000000063858 58
## + ov_cur_sos 1 0.0000000063858 58
## + ov_elite_sos 1 0.0000000063891 58
## + adj_o_rk 1 0.0000000063963 58
## + eFGD. 1 0.0000000063987 58
## + FTRate 1 0.0000000064018 58
## + OpAstper 1 0.0000000064027 58
## + Exp 1 0.0000000064027 58
## + twoPper 1 0.0000000064032 58
## + threePper 1 0.0000000064072 58## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=54
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t + adj_t_rk +
## wab + eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPperD + threePperD + Blkedper + Astper + threePRate +
## threePRateD + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Ftper 1 0.0000000070946 52
## - EliteSOS 1 0.0000000072162 52
## - barthag_rk 1 0.0000000073925 52
## - adj_t 1 0.0000000074756 52
## - adj_d_rk 1 0.0000000074909 52
## - Op.Ftper 1 0.0000000074954 52
## - Blkedper 1 0.0000000075263 52
## - threePRate 1 0.0000000077999 52
## - twoPperD 1 0.0000000078005 52
## - Astper 1 0.0000000078569 52
## - PPPDef 1 0.0000000079561 52
## - threePperD 1 0.0000000080454 52
## - OpORebper 1 0.0000000080716 52
## - adj_t_rk 1 0.0000000086565 52
## - RawT 1 0.0000000088864 52
## - barthag 1 0.0000000089408 52
## - AvgHgt 1 0.0000000090210 52
## - TOVperD 1 0.0000000091122 52
## - EffHgt 1 0.0000000092281 52
## - threePRateD 1 0.0000000095961 52
## - Talent 1 0.0000000098233 52
## - FTRateD 1 0.0000000102989 52
## - wab 1 0.0000000107567 52
## - eFG 1 0.0000000125588 52
## - TOVper 1 0.0000000150896 52
## - PPPOff 1 0.0000000172562 52
## <none> 0.0000000067829 54
## + nc_fut_sos 1 0.0000000064073 56
## + nc_cur_sos 1 0.0000000064073 56
## + ov_fut_sos 1 0.0000000064612 56
## + ov_cur_sos 1 0.0000000064612 56
## + nc_elite_sos 1 0.0000000065351 56
## + eFGD. 1 0.0000000065496 56
## + adj_o 1 0.0000000065905 56
## + adj_d 1 0.0000000066367 56
## + Blkper 1 0.0000000066687 56
## + ov_elite_sos 1 0.0000000066758 56
## + OpAstper 1 0.0000000066880 56
## + Adj.T 1 0.0000000066966 56
## + Exp 1 0.0000000067132 56
## + Orebper 1 0.0000000067409 56
## + adj_o_rk 1 0.0000000067671 56
## + FTRate 1 0.0000000067790 56
## + twoPper 1 0.0000000067883 56
## + threePper 1 0.0000000067890 56## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=52
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t + adj_t_rk +
## wab + eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPperD + threePperD + Blkedper + Astper + threePRate +
## threePRateD + AvgHgt + EffHgt + Talent + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t 1 0.0000000076451 50
## - adj_d_rk 1 0.0000000076631 50
## - barthag_rk 1 0.0000000076718 50
## - Op.Ftper 1 0.0000000076968 50
## - EliteSOS 1 0.0000000077383 50
## - twoPperD 1 0.0000000078522 50
## - Astper 1 0.0000000079059 50
## - PPPDef 1 0.0000000079922 50
## - threePperD 1 0.0000000080953 50
## - Blkedper 1 0.0000000081001 50
## - OpORebper 1 0.0000000081551 50
## - threePRate 1 0.0000000086330 50
## - barthag 1 0.0000000090978 50
## - TOVperD 1 0.0000000091022 50
## - RawT 1 0.0000000091453 50
## - AvgHgt 1 0.0000000091539 50
## - threePRateD 1 0.0000000095395 50
## - EffHgt 1 0.0000000096021 50
## - adj_t_rk 1 0.0000000097281 50
## - Talent 1 0.0000000098552 50
## - FTRateD 1 0.0000000102959 50
## - wab 1 0.0000000118293 50
## - eFG 1 0.0000000144860 50
## - TOVper 1 0.0000000173150 50
## - PPPOff 1 0.0000000220543 50
## <none> 0.0000000070946 52
## + Ftper 1 0.0000000067829 54
## + ov_fut_sos 1 0.0000000067867 54
## + ov_cur_sos 1 0.0000000067867 54
## + Blkper 1 0.0000000068095 54
## + Adj.T 1 0.0000000068684 54
## + nc_fut_sos 1 0.0000000069032 54
## + nc_cur_sos 1 0.0000000069032 54
## + Orebper 1 0.0000000069473 54
## + eFGD. 1 0.0000000069739 54
## + adj_o 1 0.0000000069809 54
## + adj_d 1 0.0000000069907 54
## + nc_elite_sos 1 0.0000000070383 54
## + FTRate 1 0.0000000070628 54
## + ov_elite_sos 1 0.0000000070730 54
## + OpAstper 1 0.0000000070827 54
## + threePper 1 0.0000000070854 54
## + twoPper 1 0.0000000070859 54
## + adj_o_rk 1 0.0000000070898 54
## + Exp 1 0.0000000070950 54## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=50
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab +
## eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPperD +
## threePperD + Blkedper + Astper + threePRate + threePRateD +
## AvgHgt + EffHgt + Talent + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Op.Ftper 1 0.0000000078752 48
## - twoPperD 1 0.0000000081560 48
## - barthag_rk 1 0.0000000082936 48
## - threePperD 1 0.0000000083098 48
## - Blkedper 1 0.0000000083835 48
## - PPPDef 1 0.0000000083855 48
## - EliteSOS 1 0.0000000084729 48
## - adj_d_rk 1 0.0000000085052 48
## - OpORebper 1 0.0000000085413 48
## - Astper 1 0.0000000085679 48
## - TOVperD 1 0.0000000091871 48
## - threePRate 1 0.0000000092761 48
## - RawT 1 0.0000000096140 48
## - adj_t_rk 1 0.0000000096253 48
## - barthag 1 0.0000000096451 48
## - Talent 1 0.0000000099861 48
## - threePRateD 1 0.0000000100948 48
## - AvgHgt 1 0.0000000107580 48
## - FTRateD 1 0.0000000111643 48
## - EffHgt 1 0.0000000119690 48
## - wab 1 0.0000000124793 48
## - eFG 1 0.0000000144544 48
## - TOVper 1 0.0000000177424 48
## - PPPOff 1 0.0000000221574 48
## <none> 0.0000000076451 50
## + ov_fut_sos 1 0.0000000069660 52
## + ov_cur_sos 1 0.0000000069660 52
## + Adj.T 1 0.0000000070566 52
## + adj_t 1 0.0000000070946 52
## + Blkper 1 0.0000000072863 52
## + FTRate 1 0.0000000074050 52
## + adj_o 1 0.0000000074522 52
## + Ftper 1 0.0000000074756 52
## + ov_elite_sos 1 0.0000000074880 52
## + Orebper 1 0.0000000074916 52
## + nc_fut_sos 1 0.0000000075152 52
## + nc_cur_sos 1 0.0000000075152 52
## + eFGD. 1 0.0000000075181 52
## + Exp 1 0.0000000075637 52
## + nc_elite_sos 1 0.0000000075793 52
## + adj_o_rk 1 0.0000000075854 52
## + threePper 1 0.0000000076135 52
## + adj_d 1 0.0000000076210 52
## + OpAstper 1 0.0000000076233 52
## + twoPper 1 0.0000000076333 52## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=48
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab +
## eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPperD +
## threePperD + Blkedper + Astper + threePRate + threePRateD +
## AvgHgt + EffHgt + Talent + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPperD 1 0.0000000081587 46
## - threePperD 1 0.0000000083144 46
## - PPPDef 1 0.0000000083932 46
## - barthag_rk 1 0.0000000084133 46
## - Blkedper 1 0.0000000084772 46
## - OpORebper 1 0.0000000085921 46
## - Astper 1 0.0000000087476 46
## - EliteSOS 1 0.0000000087673 46
## - TOVperD 1 0.0000000093107 46
## - adj_d_rk 1 0.0000000093361 46
## - threePRate 1 0.0000000095286 46
## - barthag 1 0.0000000096857 46
## - adj_t_rk 1 0.0000000098103 46
## - threePRateD 1 0.0000000101225 46
## - RawT 1 0.0000000101611 46
## - Talent 1 0.0000000106117 46
## - FTRateD 1 0.0000000111801 46
## - AvgHgt 1 0.0000000111813 46
## - wab 1 0.0000000126683 46
## - EffHgt 1 0.0000000135927 46
## - eFG 1 0.0000000145633 46
## - TOVper 1 0.0000000232380 46
## - PPPOff 1 0.0000000242648 46
## <none> 0.0000000078752 48
## + ov_fut_sos 1 0.0000000074535 50
## + ov_cur_sos 1 0.0000000074535 50
## + Blkper 1 0.0000000075572 50
## + Op.Ftper 1 0.0000000076451 50
## + nc_elite_sos 1 0.0000000076695 50
## + nc_fut_sos 1 0.0000000076768 50
## + nc_cur_sos 1 0.0000000076768 50
## + Adj.T 1 0.0000000076873 50
## + Ftper 1 0.0000000076888 50
## + FTRate 1 0.0000000076955 50
## + adj_t 1 0.0000000076968 50
## + OpAstper 1 0.0000000077243 50
## + eFGD. 1 0.0000000077607 50
## + Orebper 1 0.0000000077655 50
## + adj_o 1 0.0000000077963 50
## + adj_o_rk 1 0.0000000077996 50
## + Exp 1 0.0000000078282 50
## + adj_d 1 0.0000000078321 50
## + ov_elite_sos 1 0.0000000078453 50
## + threePper 1 0.0000000078753 50
## + twoPper 1 0.0000000078808 50## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=46
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab +
## eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + threePperD +
## Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt +
## Talent + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePperD 1 0.0000000084332 44
## - Blkedper 1 0.0000000084987 44
## - Astper 1 0.0000000088231 44
## - EliteSOS 1 0.0000000088686 44
## - PPPDef 1 0.0000000089229 44
## - barthag_rk 1 0.0000000089876 44
## - OpORebper 1 0.0000000092159 44
## - adj_d_rk 1 0.0000000094230 44
## - threePRate 1 0.0000000095292 44
## - adj_t_rk 1 0.0000000098556 44
## - RawT 1 0.0000000102226 44
## - barthag 1 0.0000000108220 44
## - AvgHgt 1 0.0000000112394 44
## - Talent 1 0.0000000113917 44
## - threePRateD 1 0.0000000117067 44
## - wab 1 0.0000000127644 44
## - eFG 1 0.0000000145727 44
## - FTRateD 1 0.0000000148106 44
## - EffHgt 1 0.0000000163675 44
## - TOVper 1 0.0000000237132 44
## - TOVperD 1 0.0000000247785 44
## - PPPOff 1 0.0000000252280 44
## <none> 0.0000000081587 46
## + ov_fut_sos 1 0.0000000074559 48
## + ov_cur_sos 1 0.0000000074559 48
## + Blkper 1 0.0000000076612 48
## + Adj.T 1 0.0000000077100 48
## + nc_elite_sos 1 0.0000000077640 48
## + eFGD. 1 0.0000000077703 48
## + nc_fut_sos 1 0.0000000078154 48
## + nc_cur_sos 1 0.0000000078154 48
## + twoPperD 1 0.0000000078752 48
## + FTRate 1 0.0000000078852 48
## + adj_d 1 0.0000000079389 48
## + adj_t 1 0.0000000079533 48
## + adj_o_rk 1 0.0000000080504 48
## + Exp 1 0.0000000080752 48
## + adj_o 1 0.0000000080774 48
## + Ftper 1 0.0000000080932 48
## + OpAstper 1 0.0000000081271 48
## + Orebper 1 0.0000000081313 48
## + twoPper 1 0.0000000081335 48
## + ov_elite_sos 1 0.0000000081418 48
## + threePper 1 0.0000000081455 48
## + Op.Ftper 1 0.0000000081560 48## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=44
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab +
## eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + Blkedper +
## Astper + threePRate + threePRateD + AvgHgt + EffHgt + Talent +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkedper 1 0.000000008510 42
## - PPPDef 1 0.000000008940 42
## - OpORebper 1 0.000000009225 42
## - Astper 1 0.000000009241 42
## - EliteSOS 1 0.000000009441 42
## - barthag_rk 1 0.000000009447 42
## - adj_d_rk 1 0.000000009504 42
## - threePRate 1 0.000000009568 42
## - adj_t_rk 1 0.000000010020 42
## - RawT 1 0.000000010271 42
## - barthag 1 0.000000011109 42
## - AvgHgt 1 0.000000011257 42
## - Talent 1 0.000000011463 42
## - threePRateD 1 0.000000011767 42
## - wab 1 0.000000014392 42
## - FTRateD 1 0.000000014654 42
## - eFG 1 0.000000014936 42
## - EffHgt 1 0.000000017084 42
## - TOVper 1 0.000000023798 42
## - PPPOff 1 0.000000025389 42
## - TOVperD 1 0.000000036044 42
## <none> 0.000000008433 44
## + ov_fut_sos 1 0.000000007668 46
## + ov_cur_sos 1 0.000000007668 46
## + Blkper 1 0.000000007732 46
## + nc_fut_sos 1 0.000000007803 46
## + nc_cur_sos 1 0.000000007803 46
## + nc_elite_sos 1 0.000000007878 46
## + Adj.T 1 0.000000008018 46
## + adj_o_rk 1 0.000000008060 46
## + eFGD. 1 0.000000008064 46
## + adj_t 1 0.000000008144 46
## + FTRate 1 0.000000008149 46
## + threePperD 1 0.000000008159 46
## + Exp 1 0.000000008171 46
## + adj_d 1 0.000000008189 46
## + Ftper 1 0.000000008203 46
## + Orebper 1 0.000000008209 46
## + adj_o 1 0.000000008239 46
## + twoPperD 1 0.000000008314 46
## + ov_elite_sos 1 0.000000008355 46
## + OpAstper 1 0.000000008423 46
## + Op.Ftper 1 0.000000008427 46
## + threePper 1 0.000000008429 46
## + twoPper 1 0.000000008433 46## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=42
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab +
## eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + Astper +
## threePRate + threePRateD + AvgHgt + EffHgt + Talent + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Astper 1 0.000000009315 40
## - PPPDef 1 0.000000009416 40
## - OpORebper 1 0.000000009527 40
## - barthag_rk 1 0.000000009561 40
## - threePRate 1 0.000000009623 40
## - EliteSOS 1 0.000000009631 40
## - adj_d_rk 1 0.000000010253 40
## - RawT 1 0.000000010346 40
## - adj_t_rk 1 0.000000010610 40
## - barthag 1 0.000000011180 40
## - AvgHgt 1 0.000000011664 40
## - Talent 1 0.000000011842 40
## - threePRateD 1 0.000000011926 40
## - wab 1 0.000000015178 40
## - eFG 1 0.000000016800 40
## - FTRateD 1 0.000000017801 40
## - EffHgt 1 0.000000018133 40
## - PPPOff 1 0.000000027021 40
## - TOVper 1 0.000000027628 40
## - TOVperD 1 0.000000045359 40
## <none> 0.000000008510 42
## + ov_fut_sos 1 0.000000007687 44
## + ov_cur_sos 1 0.000000007687 44
## + nc_elite_sos 1 0.000000007869 44
## + nc_fut_sos 1 0.000000007939 44
## + nc_cur_sos 1 0.000000007939 44
## + Adj.T 1 0.000000008055 44
## + adj_o_rk 1 0.000000008092 44
## + Exp 1 0.000000008197 44
## + Orebper 1 0.000000008212 44
## + FTRate 1 0.000000008248 44
## + Ftper 1 0.000000008257 44
## + adj_t 1 0.000000008284 44
## + adj_d 1 0.000000008310 44
## + eFGD. 1 0.000000008367 44
## + ov_elite_sos 1 0.000000008413 44
## + Blkedper 1 0.000000008433 44
## + Op.Ftper 1 0.000000008441 44
## + Blkper 1 0.000000008447 44
## + adj_o 1 0.000000008448 44
## + threePper 1 0.000000008495 44
## + OpAstper 1 0.000000008498 44
## + threePperD 1 0.000000008499 44
## + twoPperD 1 0.000000008504 44
## + twoPper 1 0.000000008505 44## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=40
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab +
## eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + threePRate +
## threePRateD + AvgHgt + EffHgt + Talent + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EliteSOS 1 0.000000010579 38
## - OpORebper 1 0.000000010600 38
## - PPPDef 1 0.000000010640 38
## - barthag_rk 1 0.000000010719 38
## - threePRate 1 0.000000010802 38
## - adj_d_rk 1 0.000000011470 38
## - RawT 1 0.000000011858 38
## - AvgHgt 1 0.000000011902 38
## - threePRateD 1 0.000000012392 38
## - adj_t_rk 1 0.000000013006 38
## - barthag 1 0.000000013895 38
## - Talent 1 0.000000015450 38
## - FTRateD 1 0.000000018693 38
## - wab 1 0.000000019972 38
## - EffHgt 1 0.000000020739 38
## - eFG 1 0.000000024682 38
## - TOVper 1 0.000000040914 38
## - TOVperD 1 0.000000045321 38
## - PPPOff 1 0.000000048899 38
## <none> 0.000000009315 40
## + Astper 1 0.000000008510 42
## + ov_fut_sos 1 0.000000008670 42
## + ov_cur_sos 1 0.000000008670 42
## + OpAstper 1 0.000000008727 42
## + nc_fut_sos 1 0.000000008740 42
## + nc_cur_sos 1 0.000000008740 42
## + nc_elite_sos 1 0.000000008889 42
## + twoPperD 1 0.000000008921 42
## + twoPper 1 0.000000008981 42
## + Adj.T 1 0.000000008991 42
## + adj_o_rk 1 0.000000009012 42
## + threePperD 1 0.000000009013 42
## + adj_d 1 0.000000009042 42
## + adj_o 1 0.000000009060 42
## + threePper 1 0.000000009087 42
## + Blkper 1 0.000000009104 42
## + Op.Ftper 1 0.000000009120 42
## + eFGD. 1 0.000000009235 42
## + Exp 1 0.000000009238 42
## + Blkedper 1 0.000000009241 42
## + Ftper 1 0.000000009242 42
## + FTRate 1 0.000000009259 42
## + adj_t 1 0.000000009264 42
## + ov_elite_sos 1 0.000000009276 42
## + Orebper 1 0.000000009325 42## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=38
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab +
## eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + threePRate +
## threePRateD + AvgHgt + EffHgt + Talent + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRate 1 0.000000010815 36
## - barthag_rk 1 0.000000011257 36
## - OpORebper 1 0.000000011620 36
## - AvgHgt 1 0.000000012405 36
## - threePRateD 1 0.000000012468 36
## - RawT 1 0.000000013197 36
## - adj_d_rk 1 0.000000013747 36
## - adj_t_rk 1 0.000000013814 36
## - barthag 1 0.000000013993 36
## - PPPDef 1 0.000000015059 36
## - Talent 1 0.000000016058 36
## - FTRateD 1 0.000000022878 36
## - eFG 1 0.000000026478 36
## - EffHgt 1 0.000000030424 36
## - wab 1 0.000000035812 36
## - TOVperD 1 0.000000049227 36
## - PPPOff 1 0.000000094971 36
## - TOVper 1 0.000000100672 36
## <none> 0.000000010579 38
## + ov_fut_sos 1 0.000000008970 40
## + ov_cur_sos 1 0.000000008970 40
## + Adj.T 1 0.000000009174 40
## + nc_fut_sos 1 0.000000009269 40
## + nc_cur_sos 1 0.000000009269 40
## + ov_elite_sos 1 0.000000009297 40
## + EliteSOS 1 0.000000009315 40
## + adj_o 1 0.000000009429 40
## + nc_elite_sos 1 0.000000009448 40
## + Astper 1 0.000000009631 40
## + OpAstper 1 0.000000009675 40
## + adj_t 1 0.000000009783 40
## + adj_d 1 0.000000009819 40
## + twoPperD 1 0.000000009836 40
## + threePperD 1 0.000000009971 40
## + threePper 1 0.000000009994 40
## + adj_o_rk 1 0.000000010088 40
## + twoPper 1 0.000000010091 40
## + Blkper 1 0.000000010250 40
## + Ftper 1 0.000000010367 40
## + Blkedper 1 0.000000010411 40
## + Op.Ftper 1 0.000000010425 40
## + FTRate 1 0.000000010436 40
## + Exp 1 0.000000010448 40
## + Orebper 1 0.000000010551 40
## + eFGD. 1 0.000000010582 40## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=36
## conf_winner ~ barthag + barthag_rk + adj_d_rk + adj_t_rk + wab +
## eFG + FTRateD + TOVper + TOVperD + OpORebper + RawT + threePRateD +
## AvgHgt + EffHgt + Talent + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag_rk 1 0.000000011181 34
## - OpORebper 1 0.000000013159 34
## - threePRateD 1 0.000000013574 34
## - barthag 1 0.000000014216 34
## - AvgHgt 1 0.000000014369 34
## - adj_d_rk 1 0.000000014682 34
## - Talent 1 0.000000016076 34
## - adj_t_rk 1 0.000000016801 34
## - PPPDef 1 0.000000016911 34
## - RawT 1 0.000000017424 34
## - FTRateD 1 0.000000025558 34
## - eFG 1 0.000000028652 34
## - TOVperD 1 0.000000053380 34
## - EffHgt 1 0.000000054748 34
## - wab 1 0.000000089363 34
## - TOVper 1 0.000000139015 34
## - PPPOff 1 0.000000158333 34
## <none> 0.000000010815 36
## + threePperD 1 0.000000010183 38
## + Astper 1 0.000000010217 38
## + twoPperD 1 0.000000010400 38
## + nc_fut_sos 1 0.000000010519 38
## + nc_cur_sos 1 0.000000010519 38
## + threePRate 1 0.000000010579 38
## + Blkedper 1 0.000000010635 38
## + adj_o 1 0.000000010678 38
## + Blkper 1 0.000000010708 38
## + OpAstper 1 0.000000010724 38
## + twoPper 1 0.000000010741 38
## + adj_d 1 0.000000010746 38
## + adj_t 1 0.000000010755 38
## + threePper 1 0.000000010780 38
## + Orebper 1 0.000000010791 38
## + EliteSOS 1 0.000000010802 38
## + FTRate 1 0.000000010803 38
## + Exp 1 0.000000010806 38
## + adj_o_rk 1 0.000000010810 38
## + Op.Ftper 1 0.000000010812 38
## + ov_elite_sos 1 0.000000010814 38
## + ov_fut_sos 1 0.000000010829 38
## + ov_cur_sos 1 0.000000010829 38
## + eFGD. 1 0.000000010829 38
## + Adj.T 1 0.000000010846 38
## + Ftper 1 0.000000010847 38
## + nc_elite_sos 1 0.000000010932 38## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=34
## conf_winner ~ barthag + adj_d_rk + adj_t_rk + wab + eFG + FTRateD +
## TOVper + TOVperD + OpORebper + RawT + threePRateD + AvgHgt +
## EffHgt + Talent + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpORebper 1 0.000000014330 32
## - AvgHgt 1 0.000000014637 32
## - adj_d_rk 1 0.000000014734 32
## - threePRateD 1 0.000000015112 32
## - PPPDef 1 0.000000017194 32
## - barthag 1 0.000000019801 32
## - adj_t_rk 1 0.000000023770 32
## - Talent 1 0.000000025435 32
## - FTRateD 1 0.000000025642 32
## - eFG 1 0.000000028784 32
## - RawT 1 0.000000029218 32
## - TOVperD 1 0.000000064314 32
## - EffHgt 1 0.000000070162 32
## - wab 1 0.000000104334 32
## - TOVper 1 0.000000140911 32
## - PPPOff 1 0.000000183157 32
## <none> 0.000000011181 34
## + threePperD 1 0.000000010372 36
## + Astper 1 0.000000010654 36
## + twoPperD 1 0.000000010814 36
## + barthag_rk 1 0.000000010815 36
## + nc_fut_sos 1 0.000000010837 36
## + nc_cur_sos 1 0.000000010837 36
## + Blkedper 1 0.000000010857 36
## + adj_t 1 0.000000010860 36
## + ov_fut_sos 1 0.000000010883 36
## + ov_cur_sos 1 0.000000010883 36
## + adj_o 1 0.000000010912 36
## + adj_d 1 0.000000010916 36
## + OpAstper 1 0.000000010951 36
## + ov_elite_sos 1 0.000000011025 36
## + Adj.T 1 0.000000011042 36
## + EliteSOS 1 0.000000011043 36
## + Blkper 1 0.000000011099 36
## + threePper 1 0.000000011127 36
## + Exp 1 0.000000011145 36
## + eFGD. 1 0.000000011147 36
## + twoPper 1 0.000000011152 36
## + Op.Ftper 1 0.000000011156 36
## + Orebper 1 0.000000011161 36
## + nc_elite_sos 1 0.000000011165 36
## + adj_o_rk 1 0.000000011173 36
## + Ftper 1 0.000000011180 36
## + FTRate 1 0.000000011181 36
## + threePRate 1 0.000000011257 36## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=32
## conf_winner ~ barthag + adj_d_rk + adj_t_rk + wab + eFG + FTRateD +
## TOVper + TOVperD + RawT + threePRateD + AvgHgt + EffHgt +
## Talent + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRateD 1 0.000000016747 30
## - AvgHgt 1 0.000000017505 30
## - adj_d_rk 1 0.000000019404 30
## - barthag 1 0.000000020703 30
## - PPPDef 1 0.000000020815 30
## - Talent 1 0.000000030365 30
## - adj_t_rk 1 0.000000033272 30
## - FTRateD 1 0.000000035195 30
## - RawT 1 0.000000044395 30
## - TOVperD 1 0.000000065078 30
## - eFG 1 0.000000068446 30
## - wab 1 0.000000107076 30
## - EffHgt 1 0.000000143525 30
## - PPPOff 1 0.000000184318 30
## - TOVper 1 0.000000235834 30
## <none> 0.000000014330 32
## + OpORebper 1 0.000000011181 34
## + twoPperD 1 0.000000011278 34
## + eFGD. 1 0.000000011643 34
## + Blkper 1 0.000000012228 34
## + ov_fut_sos 1 0.000000012423 34
## + ov_cur_sos 1 0.000000012423 34
## + adj_t 1 0.000000012839 34
## + adj_d 1 0.000000012891 34
## + ov_elite_sos 1 0.000000013005 34
## + Orebper 1 0.000000013009 34
## + Adj.T 1 0.000000013019 34
## + barthag_rk 1 0.000000013159 34
## + nc_fut_sos 1 0.000000013190 34
## + nc_cur_sos 1 0.000000013190 34
## + threePRate 1 0.000000013354 34
## + EliteSOS 1 0.000000013399 34
## + Ftper 1 0.000000013419 34
## + nc_elite_sos 1 0.000000013443 34
## + Op.Ftper 1 0.000000013506 34
## + adj_o_rk 1 0.000000013745 34
## + adj_o 1 0.000000013825 34
## + Exp 1 0.000000014140 34
## + FTRate 1 0.000000014159 34
## + Blkedper 1 0.000000014207 34
## + threePperD 1 0.000000014221 34
## + OpAstper 1 0.000000014255 34
## + Astper 1 0.000000014262 34
## + twoPper 1 0.000000014305 34
## + threePper 1 0.000000014331 34## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=30
## conf_winner ~ barthag + adj_d_rk + adj_t_rk + wab + eFG + FTRateD +
## TOVper + TOVperD + RawT + AvgHgt + EffHgt + Talent + PPPOff +
## PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - AvgHgt 1 0.0000000188 28
## - PPPDef 1 0.0000000235 28
## - adj_d_rk 1 0.0000000239 28
## - adj_t_rk 1 0.0000000351 28
## - FTRateD 1 0.0000000410 28
## - Talent 1 0.0000000448 28
## - RawT 1 0.0000000459 28
## - barthag 1 0.0000000463 28
## - eFG 1 0.0000000707 28
## - EffHgt 1 0.0000001880 28
## - TOVper 1 0.0000002670 28
## - wab 1 0.0000003329 28
## - TOVperD 1 0.0000004951 28
## - PPPOff 1 0.0000118280 28
## <none> 0.0000000167 30
## + Blkper 1 0.0000000135 32
## + eFGD. 1 0.0000000137 32
## + twoPperD 1 0.0000000140 32
## + threePRateD 1 0.0000000143 32
## + adj_o_rk 1 0.0000000147 32
## + OpORebper 1 0.0000000151 32
## + OpAstper 1 0.0000000152 32
## + threePRate 1 0.0000000154 32
## + nc_elite_sos 1 0.0000000158 32
## + nc_fut_sos 1 0.0000000158 32
## + nc_cur_sos 1 0.0000000158 32
## + barthag_rk 1 0.0000000158 32
## + Adj.T 1 0.0000000158 32
## + Exp 1 0.0000000158 32
## + adj_t 1 0.0000000159 32
## + adj_d 1 0.0000000159 32
## + FTRate 1 0.0000000160 32
## + twoPper 1 0.0000000161 32
## + ov_fut_sos 1 0.0000000162 32
## + ov_cur_sos 1 0.0000000162 32
## + threePper 1 0.0000000163 32
## + Ftper 1 0.0000000163 32
## + EliteSOS 1 0.0000000163 32
## + Blkedper 1 0.0000000164 32
## + Op.Ftper 1 0.0000000164 32
## + adj_o 1 0.0000000165 32
## + threePperD 1 0.0000000166 32
## + ov_elite_sos 1 0.0000000166 32
## + Astper 1 0.0000000167 32
## + Orebper 1 0.0000000168 32## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=28
## conf_winner ~ barthag + adj_d_rk + adj_t_rk + wab + eFG + FTRateD +
## TOVper + TOVperD + RawT + EffHgt + Talent + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d_rk 1 0.000 26.000
## - PPPDef 1 0.000 26.000
## - adj_t_rk 1 0.000 26.000
## - Talent 1 0.000 26.000
## - barthag 1 0.000 26.000
## - FTRateD 1 0.000 26.000
## - RawT 1 0.000 26.000
## - eFG 1 0.000 26.000
## - EffHgt 1 0.000 26.000
## - TOVper 1 0.000 26.000
## - wab 1 0.000 26.000
## - TOVperD 1 0.000 26.000
## <none> 0.000 28.000
## + OpORebper 1 0.000 30.000
## + eFGD. 1 0.000 30.000
## + threePRate 1 0.000 30.000
## + AvgHgt 1 0.000 30.000
## + Exp 1 0.000 30.000
## + FTRate 1 0.000 30.000
## + EliteSOS 1 0.000 30.000
## + threePRateD 1 0.000 30.000
## + barthag_rk 1 0.000 30.000
## + Blkper 1 0.000 30.000
## + adj_t 1 0.000 30.000
## + threePperD 1 0.000 30.000
## + ov_elite_sos 1 0.000 30.000
## + Adj.T 1 0.000 30.000
## + threePper 1 0.000 30.000
## + Op.Ftper 1 0.000 30.000
## + Blkedper 1 0.000 30.000
## + Orebper 1 0.000 30.000
## + OpAstper 1 0.000 30.000
## + twoPperD 1 0.000 30.000
## + twoPper 1 0.000 30.000
## + adj_o_rk 1 0.000 30.000
## + adj_o 1 0.000 30.000
## + nc_elite_sos 1 0.000 30.000
## + adj_d 1 0.000 30.000
## + Astper 1 0.000 30.000
## + nc_fut_sos 1 0.000 30.000
## + nc_cur_sos 1 0.000 30.000
## + ov_fut_sos 1 0.000 30.000
## + ov_cur_sos 1 0.000 30.000
## + Ftper 1 0.000 30.000
## - PPPOff 1 15.314 41.314## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=26
## conf_winner ~ barthag + adj_t_rk + wab + eFG + FTRateD + TOVper +
## TOVperD + RawT + EffHgt + Talent + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - PPPDef 1 0.000 24.000
## - barthag 1 0.000 24.000
## - FTRateD 1 0.000 24.000
## - Talent 1 0.000 24.000
## - adj_t_rk 1 0.000 24.000
## - RawT 1 0.000 24.000
## - eFG 1 0.000 24.000
## - EffHgt 1 0.000 24.000
## - TOVper 1 0.000 24.000
## - wab 1 0.000 24.000
## <none> 0.000 26.000
## + adj_d_rk 1 0.000 28.000
## + OpORebper 1 0.000 28.000
## + eFGD. 1 0.000 28.000
## + nc_elite_sos 1 0.000 28.000
## + Blkper 1 0.000 28.000
## + nc_fut_sos 1 0.000 28.000
## + nc_cur_sos 1 0.000 28.000
## + twoPperD 1 0.000 28.000
## + ov_fut_sos 1 0.000 28.000
## + ov_cur_sos 1 0.000 28.000
## + adj_d 1 0.000 28.000
## + AvgHgt 1 0.000 28.000
## + Blkedper 1 0.000 28.000
## + threePRate 1 0.000 28.000
## + adj_o_rk 1 0.000 28.000
## + Adj.T 1 0.000 28.000
## + threePper 1 0.000 28.000
## + Ftper 1 0.000 28.000
## + Exp 1 0.000 28.000
## + Astper 1 0.000 28.000
## + adj_t 1 0.000 28.000
## + threePperD 1 0.000 28.000
## + adj_o 1 0.000 28.000
## + threePRateD 1 0.000 28.000
## + twoPper 1 0.000 28.000
## + ov_elite_sos 1 0.000 28.000
## + Orebper 1 0.000 28.000
## + Op.Ftper 1 0.000 28.000
## + EliteSOS 1 0.000 28.000
## + FTRate 1 0.000 28.000
## + OpAstper 1 0.000 28.000
## + barthag_rk 1 0.000 28.000
## - TOVperD 1 15.376 39.376
## - PPPOff 1 16.799 40.799## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=24
## conf_winner ~ barthag + adj_t_rk + wab + eFG + FTRateD + TOVper +
## TOVperD + RawT + EffHgt + Talent + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag 1 0.000 22.000
## - FTRateD 1 0.000 22.000
## - Talent 1 0.000 22.000
## - adj_t_rk 1 0.000 22.000
## - RawT 1 0.000 22.000
## - eFG 1 0.000 22.000
## - EffHgt 1 0.000 22.000
## - wab 1 0.000 22.000
## <none> 0.000 24.000
## + nc_elite_sos 1 0.000 26.000
## + nc_fut_sos 1 0.000 26.000
## + nc_cur_sos 1 0.000 26.000
## + eFGD. 1 0.000 26.000
## + Blkper 1 0.000 26.000
## + ov_fut_sos 1 0.000 26.000
## + ov_cur_sos 1 0.000 26.000
## + twoPperD 1 0.000 26.000
## + OpORebper 1 0.000 26.000
## + threePRate 1 0.000 26.000
## + AvgHgt 1 0.000 26.000
## + Adj.T 1 0.000 26.000
## + adj_o 1 0.000 26.000
## + adj_o_rk 1 0.000 26.000
## + Blkedper 1 0.000 26.000
## + PPPDef 1 0.000 26.000
## + adj_d_rk 1 0.000 26.000
## + adj_t 1 0.000 26.000
## + ov_elite_sos 1 0.000 26.000
## + threePRateD 1 0.000 26.000
## + Ftper 1 0.000 26.000
## + threePperD 1 0.000 26.000
## + threePper 1 0.000 26.000
## + EliteSOS 1 0.000 26.000
## + adj_d 1 0.000 26.000
## + Exp 1 0.000 26.000
## + twoPper 1 0.000 26.000
## + Orebper 1 0.000 26.000
## + FTRate 1 0.000 26.000
## + Astper 1 0.000 26.000
## + Op.Ftper 1 0.000 26.000
## + OpAstper 1 0.000 26.000
## + barthag_rk 1 0.000 26.000
## - TOVper 1 10.589 32.589
## - TOVperD 1 16.479 38.479
## - PPPOff 1 26.608 48.608## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=22
## conf_winner ~ adj_t_rk + wab + eFG + FTRateD + TOVper + TOVperD +
## RawT + EffHgt + Talent + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Talent 1 0.000 20.000
## - EffHgt 1 0.000 20.000
## - FTRateD 1 0.000 20.000
## - eFG 1 0.000 20.000
## - adj_t_rk 1 0.000 20.000
## <none> 0.000 22.000
## + barthag 1 0.000 24.000
## + threePRate 1 0.000 24.000
## + barthag_rk 1 0.000 24.000
## + adj_o_rk 1 0.000 24.000
## + FTRate 1 0.000 24.000
## + Orebper 1 0.000 24.000
## + threePRateD 1 0.000 24.000
## + AvgHgt 1 0.000 24.000
## + OpAstper 1 0.000 24.000
## + threePperD 1 0.000 24.000
## + adj_t 1 0.000 24.000
## + nc_elite_sos 1 0.000 24.000
## + Exp 1 0.000 24.000
## + nc_fut_sos 1 0.000 24.000
## + nc_cur_sos 1 0.000 24.000
## + Blkedper 1 0.000 24.000
## + adj_d 1 0.000 24.000
## + Ftper 1 0.000 24.000
## + ov_elite_sos 1 0.000 24.000
## + EliteSOS 1 0.000 24.000
## + adj_d_rk 1 0.000 24.000
## + Adj.T 1 0.000 24.000
## + Astper 1 0.000 24.000
## + threePper 1 0.000 24.000
## + adj_o 1 0.000 24.000
## + OpORebper 1 0.000 24.000
## + Op.Ftper 1 0.000 24.000
## + ov_fut_sos 1 0.000 24.000
## + ov_cur_sos 1 0.000 24.000
## + twoPper 1 0.000 24.000
## + twoPperD 1 0.000 24.000
## + Blkper 1 0.000 24.000
## + PPPDef 1 0.000 24.000
## + eFGD. 1 0.000 24.000
## - RawT 1 13.581 33.581
## - TOVperD 1 16.517 36.517
## - TOVper 1 21.474 41.474
## - wab 1 23.561 43.561
## - PPPOff 1 26.716 46.716## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=20
## conf_winner ~ adj_t_rk + wab + eFG + FTRateD + TOVper + TOVperD +
## RawT + EffHgt + PPPOff## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## <none> 0.000 20.000
## + Talent 1 0.000 22.000
## + OpAstper 1 0.000 22.000
## + threePRateD 1 0.000 22.000
## + nc_elite_sos 1 0.000 22.000
## + nc_fut_sos 1 0.000 22.000
## + nc_cur_sos 1 0.000 22.000
## + adj_o_rk 1 0.000 22.000
## + Adj.T 1 0.000 22.000
## + Astper 1 0.000 22.000
## + threePper 1 0.000 22.000
## + twoPper 1 0.000 22.000
## + Op.Ftper 1 0.000 22.000
## + eFGD. 1 0.000 22.000
## + Blkper 1 0.000 22.000
## + ov_fut_sos 1 0.000 22.000
## + ov_cur_sos 1 0.000 22.000
## + PPPDef 1 0.000 22.000
## + twoPperD 1 0.000 22.000
## + Blkedper 1 0.000 22.000
## + threePRate 1 0.000 22.000
## + ov_elite_sos 1 0.000 22.000
## + EliteSOS 1 0.000 22.000
## + AvgHgt 1 0.000 22.000
## + adj_o 1 0.000 22.000
## + OpORebper 1 0.000 22.000
## + adj_d_rk 1 0.000 22.000
## + Ftper 1 0.000 22.000
## + adj_t 1 0.000 22.000
## + Exp 1 0.000 22.000
## + adj_d 1 0.000 22.000
## + FTRate 1 0.000 22.000
## + Orebper 1 0.000 22.000
## + barthag_rk 1 0.000 22.000
## + threePperD 1 0.000 22.000
## + barthag 1 0.000 22.000
## - adj_t_rk 1 12.288 30.288
## - RawT 1 16.645 34.645
## - EffHgt 1 17.569 35.569
## - FTRateD 1 20.909 38.909
## - eFG 1 20.922 38.922
## - TOVperD 1 21.631 39.631
## - PPPOff 1 30.043 48.043
## - TOVper 1 31.489 49.489
## - wab 1 32.946 50.946summary(B10.lm.stepwise)##
## Call:
## glm(formula = conf_winner ~ adj_t_rk + wab + eFG + FTRateD +
## TOVper + TOVperD + RawT + EffHgt + PPPOff, family = "binomial",
## data = B10_train.df, na.action = na.exclude)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -2485.3744 839622.9398 -0.003 0.998
## adj_t_rk 0.9592 227.0188 0.004 0.997
## wab 24.8541 4743.1960 0.005 0.996
## eFG -43.2009 7724.0874 -0.006 0.996
## FTRateD -10.3226 2872.7932 -0.004 0.997
## TOVper 35.6114 8472.0792 0.004 0.997
## TOVperD 34.8198 6059.6156 0.006 0.995
## RawT 28.8669 6408.2791 0.005 0.996
## EffHgt -32.9391 10165.4345 -0.003 0.997
## PPPOff 3713.7764 614978.0886 0.006 0.995
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 90.848994314230 on 163 degrees of freedom
## Residual deviance: 0.000000091331 on 154 degrees of freedom
## AIC: 20
##
## Number of Fisher Scoring iterations: 25#accuracy
B10.lm.step.pred <- predict(B10.lm.stepwise, B10_valid.df, na.action = na.pass)
accuracy(B10.lm.step.pred, B10_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set 378.6646 435.8249 380.0134 NaN InfBig 12 Conference
In this section, our group is splitting the “B12.df” dataframe that we created by filtering for only teams in the Big 12 conference into a training set (80%) and validation set (20%)
B12.df <- team.df2024 %>%
filter(conf == "B12")
RNGkind(sample.kind="Rounding")## Warning in RNGkind(sample.kind = "Rounding"): non-uniform 'Rounding' sampler
## usedset.seed(123)
B12train.index <- sample(c(1:dim(B12.df)[1]), dim(B12.df)[1]*0.8)
B12_train.df <-B12.df[B12train.index, ]
B12_valid.df <- B12.df[-B12train.index, ]
head(B12_train.df)## team year conf conf_winner barthag barthag_rk adj_o adj_o_rk
## 1: Kansas 2020 B12 1 0.961628 1 116.0810 7
## 2: Texas 2019 B12 0 0.892619 22 114.1390 25
## 3: Kansas St. 2023 B12 0 0.880324 24 112.6200 39
## 4: Texas Tech 2012 B12 0 0.355182 225 93.7225 295
## 5: Texas Tech 2021 B12 0 0.906667 16 111.9780 31
## 6: Baylor 2015 B12 0 0.931557 13 116.2850 14
## adj_d adj_d_rk adj_t adj_t_rk wab nc_elite_sos nc_fut_sos
## 1: 87.7222 2 67.3505 226 10.8539234 29 0.6382
## 2: 94.9417 27 64.6223 316 -0.5318073 25 0.6367
## 3: 94.6798 27 69.8011 45 4.2362754 10 0.4584
## 4: 98.7107 123 65.1230 228 -11.0391071 9 0.3890
## 5: 91.8906 18 65.3450 295 0.9234536 17 0.3984
## 6: 92.6668 25 62.0558 306 4.9675594 18 0.5343
## nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos eFG eFGD. FTRate FTRateD
## 1: 0.6382 34 0.7376 0.7376 53.7 43.7 35.8 23.2
## 2: 0.6367 34 0.7572 0.7572 50.9 48.7 29.7 29.7
## 3: 0.4584 32 0.7165 0.7165 52.3 48.1 36.1 36.3
## 4: 0.3890 28 0.6499 0.6499 48.6 48.0 40.1 47.9
## 5: 0.3984 33 0.6749 0.6749 49.4 47.7 37.9 35.6
## 6: 0.5343 34 0.7274 0.7274 49.8 45.8 38.6 32.1
## TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1: 18.7 18.6 32.6 26.4 67.6 54.9 42.4 34.1 30.5
## 2: 16.2 18.9 28.1 29.5 66.3 49.8 46.2 34.8 35.4
## 3: 19.3 21.0 29.9 30.3 70.5 52.8 49.2 34.3 30.8
## 4: 26.0 19.1 26.8 33.0 65.4 46.8 46.7 35.7 33.6
## 5: 16.0 23.7 33.4 30.0 66.9 47.8 45.5 35.3 34.2
## 6: 20.1 19.3 41.9 31.5 62.5 46.1 46.4 38.2 29.8
## Blkper Blkedper Astper OpAstper threePRate threePRateD Adj.T AvgHgt EffHgt
## 1: 13.7 9.7 51.0 52.6 32.5 41.3 67.350 78.160 81.130
## 2: 11.4 10.1 52.2 48.1 43.5 35.8 64.092 77.477 81.108
## 3: 7.7 10.5 63.6 56.0 36.1 36.9 69.802 76.284 80.893
## 4: 8.6 9.2 53.6 52.6 27.1 33.8 64.059 75.653 79.968
## 5: 12.2 7.6 51.2 45.0 31.3 38.2 65.345 77.012 78.709
## 6: 10.9 10.8 60.3 69.6 33.5 35.7 61.434 76.311 79.972
## Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.560 81.622 67.1 67.2 1.089 0.893 34.804
## 2: 1.333 67.610 69.9 69.6 1.060 0.992 34.415
## 3: 2.510 48.155 74.8 69.8 1.062 0.974 31.686
## 4: 0.953 29.475 70.2 72.2 0.906 1.039 27.176
## 5: 1.420 53.387 71.0 68.1 1.074 0.936 32.821
## 6: 1.871 33.696 67.0 64.6 1.092 0.956 31.719head(B12_valid.df)## team year conf conf_winner barthag barthag_rk adj_o adj_o_rk adj_d
## 1: Baylor 2009 B12 0 0.865942 36 115.723 15 98.3935
## 2: Baylor 2010 B12 0 0.941129 8 119.423 4 93.8454
## 3: Baylor 2012 B12 0 0.912672 17 115.341 11 94.0509
## 4: Baylor 2019 B12 0 0.831617 41 115.357 22 100.3980
## 5: Baylor 2020 B12 0 0.951409 2 114.453 13 88.3681
## 6: Iowa St. 2015 B12 0 0.910332 21 116.887 12 95.5521
## adj_d_rk adj_t adj_t_rk wab nc_elite_sos nc_fut_sos nc_cur_sos
## 1: 116 67.3337 143 -0.1210758 18 0.4935 0.4935
## 2: 48 65.5991 250 5.5937215 19 0.4880 0.4880
## 3: 44 66.6462 140 7.0428411 18 0.4857 0.4857
## 4: 98 65.0581 298 0.9457110 14 0.4568 0.4568
## 5: 3 66.2441 273 8.5366904 21 0.5501 0.5501
## 6: 61 69.8164 16 7.0604188 20 0.5198 0.5198
## ov_elite_sos ov_fut_sos ov_cur_sos eFG eFGD. FTRate FTRateD TOVper TOVperD
## 1: 35 0.7235 0.7235 53.8 49.3 38.4 36.4 18.7 19.8
## 2: 36 0.7200 0.7200 54.4 44.5 36.1 34.2 20.3 17.8
## 3: 33 0.6924 0.6924 52.3 47.6 35.7 33.4 20.4 21.0
## 4: 34 0.7058 0.7058 51.2 49.1 32.3 36.5 19.7 18.6
## 5: 31 0.7063 0.7063 49.4 45.2 30.8 30.8 17.8 22.7
## 6: 35 0.7244 0.7244 54.3 47.6 36.5 24.0 15.8 18.5
## Orebper OpORebper RawT twoPper twoPperD threePper threePperD Blkper Blkedper
## 1: 31.4 33.4 68.1 53.2 48.3 36.4 34.3 9.2 7.4
## 2: 38.2 33.2 67.0 53.0 41.3 38.1 33.7 17.1 6.4
## 3: 38.0 32.3 67.0 50.2 46.2 38.0 33.7 12.1 8.5
## 4: 37.9 29.4 66.5 51.2 47.5 34.1 34.5 13.8 12.6
## 5: 35.8 29.8 66.6 47.5 44.4 35.1 31.1 12.5 12.9
## 6: 28.3 29.6 69.8 54.3 45.2 36.2 34.7 9.7 9.1
## Astper OpAstper threePRate threePRateD Adj.T AvgHgt EffHgt Exp Talent
## 1: 46.7 53.8 40.1 33.1 66.189 76.222 81.225 2.141 65.718
## 2: 51.0 57.9 32.4 34.4 64.063 77.932 82.395 1.704 62.004
## 3: 56.5 56.0 31.6 33.1 65.581 77.066 81.686 1.568 60.038
## 4: 54.4 55.6 40.9 38.2 64.367 76.915 79.891 1.457 57.749
## 5: 54.1 52.6 36.9 35.0 66.244 76.830 79.946 1.871 53.547
## 6: 58.1 55.7 36.8 34.4 69.204 77.310 79.241 1.984 43.965
## Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 71.0 71.2 1.101 1.033 34.294
## 2: 72.9 67.9 1.128 0.980 34.711
## 3: 75.4 68.7 1.103 0.976 31.574
## 4: 67.7 68.3 1.077 1.015 34.085
## 5: 69.0 68.7 1.063 0.899 31.031
## 6: 69.6 73.3 1.114 0.988 33.069Logistic Regression
options(scipen = 999)
B12_lm <- glm(conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS, data = B12_train.df, family = "binomial", na.action = na.exclude)## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurredB12_lm##
## Call: glm(formula = conf_winner ~ barthag + barthag_rk + adj_o_rk +
## adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos +
## nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS, family = "binomial", data = B12_train.df,
## na.action = na.exclude)
##
## Coefficients:
## (Intercept) barthag barthag_rk adj_o_rk adj_o
## 755.093038 -1659.546279 -3.519642 0.240131 13.869401
## adj_d adj_d_rk adj_t adj_t_rk wab
## -9.175497 0.005757 -12.824996 -0.015508 4.687951
## nc_elite_sos nc_fut_sos nc_cur_sos ov_elite_sos ov_fut_sos
## -0.296073 -1085.569473 1291.819154 5.003297 -513.361538
## ov_cur_sos eFG eFGD. FTRate FTRateD
## NA 0.023908 -53.864019 -3.281997 1.962681
## TOVper TOVperD Orebper OpORebper RawT
## -7.689536 6.913496 0.708421 -1.505507 11.454825
## twoPper twoPperD threePper threePperD Blkper
## 6.132536 23.045143 1.746127 21.910132 -3.757670
## Blkedper Astper OpAstper threePRate threePRateD
## 9.111178 -1.522716 -0.061070 -3.178384 0.955899
## Adj.T AvgHgt EffHgt Exp Talent
## -1.831889 6.253217 4.885394 -16.563133 -0.282046
## Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1.385536 1.247175 -841.136476 924.236109 -2.533316
##
## Degrees of Freedom: 133 Total (i.e. Null); 90 Residual
## Null Deviance: 85.35
## Residual Deviance: 0.000000003382 AIC: 88In the code above, we created a logistic regression that is predicting the binary outcome variable ‘conf_winner’ using all of the predictor independent variables listed in the formula above. Each coefficient represents the change in the log-odds of the response variable for a one-unit change in the corresponding variable if all the other variables are constant. Negative coefficients represent a negative relationship with the log-odds of being a conference winner. Positive coefficients represent a positive relationship with the log-odds of being a conference winner. There are 133 degrees of freedom for the null model and 90 degrees of freedom for the residual model. The null deviance is 85.35 which represents the deviance of the null model. The residual deviance is very small 3.4e-9 which represents the deviance of the model with no predictors. The smaller the null deviance and residual deviance indicate a better fitted model. The AIC is 88 which is very low and indicates a better fitted model if the score is low.
Confusion Matrax
# Make predictions on the validation dataset
B12_predictions <- predict(B12_lm, newdata = B12_valid.df, type = "response")## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type == :
## prediction from rank-deficient fit; attr(*, "non-estim") has doubtful cases# Convert predicted probabilities to class labels (0 or 1) based on a threshold (e.g., 0.5)
B12_predicted_classes <- ifelse(B12_predictions > 0.6, 1, 0)
# Create a confusion matrix
B12_conf_matrix <- confusionMatrix(as.factor(B12_valid.df$conf_winner), as.factor(B12_predicted_classes), positive = '1')
# Print the confusion matrix
print(B12_conf_matrix)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 26 5
## 1 3 0
##
## Accuracy : 0.7647
## 95% CI : (0.5883, 0.8925)
## No Information Rate : 0.8529
## P-Value [Acc > NIR] : 0.9472
##
## Kappa : -0.124
##
## Mcnemar's Test P-Value : 0.7237
##
## Sensitivity : 0.00000
## Specificity : 0.89655
## Pos Pred Value : 0.00000
## Neg Pred Value : 0.83871
## Prevalence : 0.14706
## Detection Rate : 0.00000
## Detection Prevalence : 0.08824
## Balanced Accuracy : 0.44828
##
## 'Positive' Class : 1
## #calc specificity, etc. The model shows an overall accuracy of 76.47%, but this is mostly driven by the high proportion of true negatives. Sensitivity is 0%, indicating that the model failed to correctly identify any instances of the positive class. The negative predictive value is relatively high at 83.87%, suggesting that when the model predicts the negative class, it is often correct. However, the lack of sensitivity raises concerns, and the Kappa value is negative, indicating poor agreement beyond chance. The balanced accuracy is also low at 44.83%. Further investigation and potential model improvement are necessary, especially regarding the model’s ability to identify positive cases.
Backward Selection
B12_lm.backward <- step(B12_lm, direction = 'backward')## Start: AIC=88
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=88
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Orebper 1 0.0000000033818 86
## - OpORebper 1 0.0000000033834 86
## - OpAstper 1 0.0000000033861 86
## - threePper 1 0.0000000033867 86
## - EliteSOS 1 0.0000000033894 86
## - twoPper 1 0.0000000033906 86
## - eFG 1 0.0000000033909 86
## - nc_elite_sos 1 0.0000000033910 86
## - adj_t_rk 1 0.0000000033924 86
## - adj_d_rk 1 0.0000000033945 86
## - Adj.T 1 0.0000000033983 86
## - Op.Ftper 1 0.0000000033990 86
## - Ftper 1 0.0000000034007 86
## - TOVperD 1 0.0000000034023 86
## - nc_fut_sos 1 0.0000000034036 86
## - AvgHgt 1 0.0000000034049 86
## - TOVper 1 0.0000000034062 86
## - nc_cur_sos 1 0.0000000034067 86
## - PPPDef 1 0.0000000034076 86
## - adj_o_rk 1 0.0000000034111 86
## - ov_elite_sos 1 0.0000000034159 86
## - threePRateD 1 0.0000000034207 86
## - PPPOff 1 0.0000000034249 86
## - EffHgt 1 0.0000000034427 86
## - RawT 1 0.0000000034805 86
## - Talent 1 0.0000000034986 86
## - ov_fut_sos 1 0.0000000035005 86
## - FTRate 1 0.0000000035077 86
## - FTRateD 1 0.0000000035323 86
## - eFGD. 1 0.0000000035361 86
## - adj_t 1 0.0000000035387 86
## - adj_d 1 0.0000000035398 86
## - twoPperD 1 0.0000000035514 86
## - Astper 1 0.0000000035981 86
## - Exp 1 0.0000000035996 86
## - threePperD 1 0.0000000036111 86
## - threePRate 1 0.0000000036287 86
## - wab 1 0.0000000036869 86
## - barthag_rk 1 0.0000000037223 86
## - Blkedper 1 0.0000000037389 86
## - Blkper 1 0.0000000037816 86
## - barthag 1 0.0000000039008 86
## - adj_o 1 0.0000000039101 86
## <none> 0.0000000033820 88## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpAstper 1 0.0000000033871 84
## - threePper 1 0.0000000033878 84
## - OpORebper 1 0.0000000033879 84
## - twoPper 1 0.0000000033896 84
## - eFG 1 0.0000000033909 84
## - nc_elite_sos 1 0.0000000033919 84
## - adj_t_rk 1 0.0000000033937 84
## - EliteSOS 1 0.0000000033939 84
## - adj_d_rk 1 0.0000000033953 84
## - Adj.T 1 0.0000000033964 84
## - Op.Ftper 1 0.0000000033989 84
## - nc_fut_sos 1 0.0000000034038 84
## - nc_cur_sos 1 0.0000000034066 84
## - AvgHgt 1 0.0000000034142 84
## - adj_o_rk 1 0.0000000034160 84
## - ov_elite_sos 1 0.0000000034178 84
## - TOVperD 1 0.0000000034230 84
## - threePRateD 1 0.0000000034282 84
## - PPPDef 1 0.0000000034293 84
## - Ftper 1 0.0000000034389 84
## - EffHgt 1 0.0000000034439 84
## - RawT 1 0.0000000034924 84
## - ov_fut_sos 1 0.0000000035020 84
## - Talent 1 0.0000000035267 84
## - eFGD. 1 0.0000000035459 84
## - twoPperD 1 0.0000000035492 84
## - adj_d 1 0.0000000035539 84
## - FTRateD 1 0.0000000035581 84
## - adj_t 1 0.0000000035640 84
## - Astper 1 0.0000000035972 84
## - TOVper 1 0.0000000036005 84
## - Exp 1 0.0000000036006 84
## - threePperD 1 0.0000000036134 84
## - PPPOff 1 0.0000000036816 84
## - wab 1 0.0000000036872 84
## - FTRate 1 0.0000000037000 84
## - barthag_rk 1 0.0000000037314 84
## - Blkedper 1 0.0000000037414 84
## - Blkper 1 0.0000000037851 84
## - barthag 1 0.0000000039260 84
## - adj_o 1 0.0000000039404 84
## - threePRate 1 0.0000000041813 84
## <none> 0.0000000033818 86## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t_rk 1 0.0000000033947 82
## - eFG 1 0.0000000033957 82
## - threePper 1 0.0000000033958 82
## - Adj.T 1 0.0000000033991 82
## - EliteSOS 1 0.0000000033997 82
## - nc_elite_sos 1 0.0000000033997 82
## - Op.Ftper 1 0.0000000034011 82
## - adj_d_rk 1 0.0000000034014 82
## - OpORebper 1 0.0000000034030 82
## - nc_fut_sos 1 0.0000000034097 82
## - nc_cur_sos 1 0.0000000034129 82
## - twoPper 1 0.0000000034180 82
## - ov_elite_sos 1 0.0000000034275 82
## - adj_o_rk 1 0.0000000034361 82
## - Ftper 1 0.0000000034421 82
## - TOVperD 1 0.0000000034440 82
## - EffHgt 1 0.0000000034465 82
## - threePRateD 1 0.0000000034523 82
## - PPPDef 1 0.0000000034557 82
## - AvgHgt 1 0.0000000034708 82
## - ov_fut_sos 1 0.0000000035022 82
## - RawT 1 0.0000000035105 82
## - Talent 1 0.0000000035398 82
## - FTRateD 1 0.0000000035710 82
## - adj_t 1 0.0000000035764 82
## - twoPperD 1 0.0000000035832 82
## - eFGD. 1 0.0000000035858 82
## - Exp 1 0.0000000036054 82
## - TOVper 1 0.0000000036144 82
## - threePperD 1 0.0000000036368 82
## - adj_d 1 0.0000000036623 82
## - PPPOff 1 0.0000000036817 82
## - wab 1 0.0000000037070 82
## - Blkedper 1 0.0000000037377 82
## - Blkper 1 0.0000000038090 82
## - Astper 1 0.0000000038123 82
## - barthag_rk 1 0.0000000038305 82
## - FTRate 1 0.0000000038485 82
## - adj_o 1 0.0000000039569 82
## - barthag 1 0.0000000039812 82
## - threePRate 1 0.0000000042222 82
## <none> 0.0000000033871 84## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + OpORebper + RawT + twoPper + twoPperD +
## threePper + threePperD + Blkper + Blkedper + Astper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFG 1 0.0000000033964 80
## - threePper 1 0.0000000033978 80
## - nc_elite_sos 1 0.0000000034078 80
## - adj_d_rk 1 0.0000000034079 80
## - Adj.T 1 0.0000000034112 80
## - Op.Ftper 1 0.0000000034130 80
## - EliteSOS 1 0.0000000034164 80
## - nc_fut_sos 1 0.0000000034202 80
## - OpORebper 1 0.0000000034211 80
## - nc_cur_sos 1 0.0000000034235 80
## - twoPper 1 0.0000000034265 80
## - EffHgt 1 0.0000000034524 80
## - threePRateD 1 0.0000000034638 80
## - TOVperD 1 0.0000000034696 80
## - Ftper 1 0.0000000034716 80
## - adj_o_rk 1 0.0000000034780 80
## - AvgHgt 1 0.0000000034818 80
## - ov_elite_sos 1 0.0000000034956 80
## - PPPDef 1 0.0000000035001 80
## - ov_fut_sos 1 0.0000000035243 80
## - RawT 1 0.0000000035523 80
## - Talent 1 0.0000000035626 80
## - FTRateD 1 0.0000000035785 80
## - adj_t 1 0.0000000036002 80
## - TOVper 1 0.0000000036368 80
## - Exp 1 0.0000000036478 80
## - twoPperD 1 0.0000000036870 80
## - PPPOff 1 0.0000000036935 80
## - wab 1 0.0000000037189 80
## - Blkedper 1 0.0000000037436 80
## - threePperD 1 0.0000000037836 80
## - Blkper 1 0.0000000038186 80
## - eFGD. 1 0.0000000038422 80
## - Astper 1 0.0000000038569 80
## - barthag_rk 1 0.0000000039194 80
## - adj_d 1 0.0000000039687 80
## - adj_o 1 0.0000000040114 80
## - FTRate 1 0.0000000040171 80
## - barthag 1 0.0000000041551 80
## - threePRate 1 0.0000000042212 80
## <none> 0.0000000033947 82## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos +
## ov_elite_sos + ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper +
## TOVperD + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + Astper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d_rk 1 0.0000000034104 78
## - nc_elite_sos 1 0.0000000034109 78
## - Adj.T 1 0.0000000034126 78
## - Op.Ftper 1 0.0000000034148 78
## - OpORebper 1 0.0000000034214 78
## - nc_fut_sos 1 0.0000000034234 78
## - nc_cur_sos 1 0.0000000034261 78
## - EliteSOS 1 0.0000000034366 78
## - threePper 1 0.0000000034367 78
## - EffHgt 1 0.0000000034650 78
## - TOVperD 1 0.0000000034731 78
## - threePRateD 1 0.0000000034736 78
## - Ftper 1 0.0000000034754 78
## - adj_o_rk 1 0.0000000034894 78
## - AvgHgt 1 0.0000000034955 78
## - ov_elite_sos 1 0.0000000035018 78
## - PPPDef 1 0.0000000035184 78
## - ov_fut_sos 1 0.0000000035278 78
## - Talent 1 0.0000000035619 78
## - FTRateD 1 0.0000000035920 78
## - RawT 1 0.0000000035932 78
## - adj_t 1 0.0000000036052 78
## - TOVper 1 0.0000000036473 78
## - twoPperD 1 0.0000000036862 78
## - PPPOff 1 0.0000000037120 78
## - wab 1 0.0000000037230 78
## - Exp 1 0.0000000037585 78
## - threePperD 1 0.0000000037845 78
## - Blkper 1 0.0000000038407 78
## - Astper 1 0.0000000038615 78
## - eFGD. 1 0.0000000038761 78
## - Blkedper 1 0.0000000039188 78
## - twoPper 1 0.0000000039376 78
## - adj_d 1 0.0000000039630 78
## - FTRate 1 0.0000000040754 78
## - barthag_rk 1 0.0000000040950 78
## - adj_o 1 0.0000000041143 78
## - barthag 1 0.0000000041995 78
## - threePRate 1 0.0000000042490 78
## <none> 0.0000000033964 80## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_t + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos +
## ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + threePRate + threePRateD + Adj.T +
## AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Adj.T 1 0.0000000034230 76
## - Op.Ftper 1 0.0000000034232 76
## - nc_elite_sos 1 0.0000000034254 76
## - OpORebper 1 0.0000000034312 76
## - nc_fut_sos 1 0.0000000034335 76
## - nc_cur_sos 1 0.0000000034376 76
## - EliteSOS 1 0.0000000034430 76
## - threePper 1 0.0000000034614 76
## - EffHgt 1 0.0000000034802 76
## - TOVperD 1 0.0000000034813 76
## - Ftper 1 0.0000000034846 76
## - threePRateD 1 0.0000000034909 76
## - AvgHgt 1 0.0000000035060 76
## - adj_o_rk 1 0.0000000035095 76
## - ov_elite_sos 1 0.0000000035160 76
## - PPPDef 1 0.0000000035313 76
## - Talent 1 0.0000000035703 76
## - RawT 1 0.0000000036089 76
## - adj_t 1 0.0000000036119 76
## - FTRateD 1 0.0000000036166 76
## - ov_fut_sos 1 0.0000000036189 76
## - TOVper 1 0.0000000037062 76
## - twoPperD 1 0.0000000037343 76
## - Exp 1 0.0000000037776 76
## - wab 1 0.0000000038348 76
## - Blkper 1 0.0000000038553 76
## - threePperD 1 0.0000000038669 76
## - Astper 1 0.0000000038956 76
## - eFGD. 1 0.0000000039212 76
## - PPPOff 1 0.0000000039339 76
## - Blkedper 1 0.0000000039426 76
## - adj_d 1 0.0000000039651 76
## - twoPper 1 0.0000000039839 76
## - FTRate 1 0.0000000041465 76
## - barthag_rk 1 0.0000000042123 76
## - adj_o 1 0.0000000042935 76
## - threePRate 1 0.0000000043039 76
## - barthag 1 0.0000000044790 76
## <none> 0.0000000034104 78## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_t + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos +
## ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + threePRate + threePRateD + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_elite_sos 1 0.0000000034309 74
## - OpORebper 1 0.0000000034398 74
## - Op.Ftper 1 0.0000000034433 74
## - nc_fut_sos 1 0.0000000034437 74
## - nc_cur_sos 1 0.0000000034484 74
## - EliteSOS 1 0.0000000034536 74
## - threePper 1 0.0000000034669 74
## - TOVperD 1 0.0000000034870 74
## - EffHgt 1 0.0000000034874 74
## - Ftper 1 0.0000000034892 74
## - threePRateD 1 0.0000000035010 74
## - ov_elite_sos 1 0.0000000035266 74
## - adj_o_rk 1 0.0000000035304 74
## - AvgHgt 1 0.0000000035325 74
## - PPPDef 1 0.0000000035365 74
## - RawT 1 0.0000000036234 74
## - Talent 1 0.0000000036258 74
## - FTRateD 1 0.0000000036439 74
## - ov_fut_sos 1 0.0000000036498 74
## - TOVper 1 0.0000000037240 74
## - twoPperD 1 0.0000000037544 74
## - Exp 1 0.0000000037778 74
## - adj_t 1 0.0000000038387 74
## - threePperD 1 0.0000000038696 74
## - wab 1 0.0000000038738 74
## - Blkper 1 0.0000000038774 74
## - Astper 1 0.0000000038939 74
## - eFGD. 1 0.0000000039485 74
## - adj_d 1 0.0000000039730 74
## - PPPOff 1 0.0000000040189 74
## - twoPper 1 0.0000000040893 74
## - Blkedper 1 0.0000000041464 74
## - barthag_rk 1 0.0000000042359 74
## - FTRate 1 0.0000000042434 74
## - adj_o 1 0.0000000043292 74
## - barthag 1 0.0000000045699 74
## - threePRate 1 0.0000000045818 74
## <none> 0.0000000034230 76## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_t + wab + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Op.Ftper 1 0.0000000034483 72
## - nc_fut_sos 1 0.0000000034550 72
## - OpORebper 1 0.0000000034571 72
## - nc_cur_sos 1 0.0000000034593 72
## - threePper 1 0.0000000034710 72
## - EliteSOS 1 0.0000000034920 72
## - EffHgt 1 0.0000000035037 72
## - threePRateD 1 0.0000000035083 72
## - TOVperD 1 0.0000000035316 72
## - AvgHgt 1 0.0000000035387 72
## - adj_o_rk 1 0.0000000035478 72
## - ov_elite_sos 1 0.0000000035478 72
## - Ftper 1 0.0000000035732 72
## - PPPDef 1 0.0000000036128 72
## - FTRateD 1 0.0000000036505 72
## - Talent 1 0.0000000036580 72
## - ov_fut_sos 1 0.0000000036918 72
## - TOVper 1 0.0000000037622 72
## - twoPperD 1 0.0000000037638 72
## - Exp 1 0.0000000038065 72
## - RawT 1 0.0000000038711 72
## - threePperD 1 0.0000000038740 72
## - Astper 1 0.0000000038927 72
## - wab 1 0.0000000038968 72
## - Blkper 1 0.0000000039013 72
## - eFGD. 1 0.0000000040026 72
## - PPPOff 1 0.0000000040307 72
## - adj_d 1 0.0000000040984 72
## - adj_t 1 0.0000000041443 72
## - twoPper 1 0.0000000041529 72
## - barthag_rk 1 0.0000000043368 72
## - Blkedper 1 0.0000000043849 72
## - adj_o 1 0.0000000044822 72
## - FTRate 1 0.0000000045738 72
## - threePRate 1 0.0000000046040 72
## - barthag 1 0.0000000048082 72
## <none> 0.0000000034309 74## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_t + wab + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt +
## Exp + Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_fut_sos 1 0.0000000034726 70
## - threePper 1 0.0000000034761 70
## - nc_cur_sos 1 0.0000000034773 70
## - EliteSOS 1 0.0000000034945 70
## - EffHgt 1 0.0000000035076 70
## - threePRateD 1 0.0000000035128 70
## - ov_elite_sos 1 0.0000000035522 70
## - adj_o_rk 1 0.0000000035573 70
## - Ftper 1 0.0000000035740 70
## - AvgHgt 1 0.0000000035906 70
## - OpORebper 1 0.0000000036439 70
## - ov_fut_sos 1 0.0000000036942 70
## - FTRateD 1 0.0000000037006 70
## - Talent 1 0.0000000037299 70
## - TOVperD 1 0.0000000037737 70
## - TOVper 1 0.0000000037913 70
## - twoPperD 1 0.0000000038209 70
## - Exp 1 0.0000000039021 70
## - Blkper 1 0.0000000039086 70
## - Astper 1 0.0000000039276 70
## - wab 1 0.0000000039390 70
## - RawT 1 0.0000000039415 70
## - threePperD 1 0.0000000039448 70
## - PPPOff 1 0.0000000040434 70
## - PPPDef 1 0.0000000041752 70
## - twoPper 1 0.0000000042009 70
## - adj_d 1 0.0000000042041 70
## - adj_t 1 0.0000000042299 70
## - eFGD. 1 0.0000000042856 70
## - barthag_rk 1 0.0000000043426 70
## - Blkedper 1 0.0000000044037 70
## - adj_o 1 0.0000000044984 70
## - threePRate 1 0.0000000046181 70
## - FTRate 1 0.0000000047484 70
## - barthag 1 0.0000000048280 70
## <none> 0.0000000034483 72## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=70
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + threePRate + threePRateD + AvgHgt + EffHgt + Exp +
## Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePper 1 0.0000000035020 68
## - EliteSOS 1 0.0000000035197 68
## - EffHgt 1 0.0000000035279 68
## - threePRateD 1 0.0000000035392 68
## - ov_elite_sos 1 0.0000000035788 68
## - adj_o_rk 1 0.0000000035813 68
## - Ftper 1 0.0000000035924 68
## - AvgHgt 1 0.0000000036263 68
## - OpORebper 1 0.0000000036709 68
## - ov_fut_sos 1 0.0000000037164 68
## - FTRateD 1 0.0000000037333 68
## - Talent 1 0.0000000037500 68
## - TOVper 1 0.0000000038063 68
## - TOVperD 1 0.0000000038081 68
## - twoPperD 1 0.0000000038421 68
## - Exp 1 0.0000000039458 68
## - RawT 1 0.0000000039496 68
## - Astper 1 0.0000000039499 68
## - Blkper 1 0.0000000039556 68
## - threePperD 1 0.0000000039626 68
## - wab 1 0.0000000039776 68
## - nc_cur_sos 1 0.0000000040232 68
## - PPPOff 1 0.0000000040763 68
## - twoPper 1 0.0000000042127 68
## - PPPDef 1 0.0000000042152 68
## - adj_d 1 0.0000000042245 68
## - adj_t 1 0.0000000042424 68
## - eFGD. 1 0.0000000043070 68
## - barthag_rk 1 0.0000000043469 68
## - Blkedper 1 0.0000000044124 68
## - adj_o 1 0.0000000045288 68
## - threePRate 1 0.0000000046374 68
## - FTRate 1 0.0000000047847 68
## - barthag 1 0.0000000048401 68
## <none> 0.0000000034726 70## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=68
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper +
## threePRate + threePRateD + AvgHgt + EffHgt + Exp + Talent +
## Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EffHgt 1 0.0000000035431 66
## - threePRateD 1 0.0000000035734 66
## - EliteSOS 1 0.0000000035812 66
## - Ftper 1 0.0000000036101 66
## - ov_elite_sos 1 0.0000000036521 66
## - adj_o_rk 1 0.0000000036713 66
## - AvgHgt 1 0.0000000036717 66
## - OpORebper 1 0.0000000037198 66
## - FTRateD 1 0.0000000037522 66
## - Talent 1 0.0000000037640 66
## - ov_fut_sos 1 0.0000000037749 66
## - TOVper 1 0.0000000038355 66
## - twoPperD 1 0.0000000038714 66
## - TOVperD 1 0.0000000039266 66
## - Astper 1 0.0000000039711 66
## - Exp 1 0.0000000039833 66
## - threePperD 1 0.0000000039842 66
## - RawT 1 0.0000000039876 66
## - Blkper 1 0.0000000040148 66
## - wab 1 0.0000000040256 66
## - nc_cur_sos 1 0.0000000040513 66
## - PPPOff 1 0.0000000041119 66
## - twoPper 1 0.0000000042087 66
## - eFGD. 1 0.0000000043340 66
## - adj_t 1 0.0000000043383 66
## - barthag_rk 1 0.0000000043766 66
## - Blkedper 1 0.0000000044383 66
## - adj_d 1 0.0000000044760 66
## - PPPDef 1 0.0000000045063 66
## - threePRate 1 0.0000000046491 66
## - barthag 1 0.0000000048625 66
## - adj_o 1 0.0000000049313 66
## - FTRate 1 0.0000000051283 66
## <none> 0.0000000035020 68## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=66
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper +
## threePRate + threePRateD + AvgHgt + Exp + Talent + Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Ftper 1 0.0000000036146 64
## - EliteSOS 1 0.0000000036266 64
## - threePRateD 1 0.0000000036664 64
## - ov_elite_sos 1 0.0000000036745 64
## - adj_o_rk 1 0.0000000036875 64
## - OpORebper 1 0.0000000037353 64
## - ov_fut_sos 1 0.0000000037752 64
## - Talent 1 0.0000000037966 64
## - TOVper 1 0.0000000038403 64
## - AvgHgt 1 0.0000000038596 64
## - FTRateD 1 0.0000000038697 64
## - twoPperD 1 0.0000000039053 64
## - TOVperD 1 0.0000000039443 64
## - Astper 1 0.0000000039774 64
## - Blkper 1 0.0000000040288 64
## - threePperD 1 0.0000000040365 64
## - nc_cur_sos 1 0.0000000040515 64
## - RawT 1 0.0000000040781 64
## - wab 1 0.0000000041174 64
## - PPPOff 1 0.0000000041194 64
## - Exp 1 0.0000000041993 64
## - twoPper 1 0.0000000042410 64
## - eFGD. 1 0.0000000043564 64
## - barthag_rk 1 0.0000000044836 64
## - adj_d 1 0.0000000044906 64
## - PPPDef 1 0.0000000045341 64
## - adj_t 1 0.0000000045566 64
## - threePRate 1 0.0000000046651 64
## - Blkedper 1 0.0000000047053 64
## - adj_o 1 0.0000000049631 64
## - barthag 1 0.0000000050686 64
## - FTRate 1 0.0000000053090 64
## <none> 0.0000000035431 66## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=64
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper +
## threePRate + threePRateD + AvgHgt + Exp + Talent + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRateD 1 0.0000000036999 62
## - adj_o_rk 1 0.0000000037141 62
## - ov_fut_sos 1 0.0000000037709 62
## - ov_elite_sos 1 0.0000000037786 62
## - EliteSOS 1 0.0000000037854 62
## - OpORebper 1 0.0000000038198 62
## - TOVper 1 0.0000000038397 62
## - AvgHgt 1 0.0000000038750 62
## - twoPperD 1 0.0000000039106 62
## - Talent 1 0.0000000039515 62
## - FTRateD 1 0.0000000039515 62
## - TOVperD 1 0.0000000039803 62
## - threePperD 1 0.0000000040649 62
## - RawT 1 0.0000000041062 62
## - wab 1 0.0000000041097 62
## - Blkper 1 0.0000000041146 62
## - PPPOff 1 0.0000000041201 62
## - Astper 1 0.0000000041651 62
## - nc_cur_sos 1 0.0000000041994 62
## - Exp 1 0.0000000042306 62
## - eFGD. 1 0.0000000043569 62
## - twoPper 1 0.0000000043642 62
## - barthag_rk 1 0.0000000044945 62
## - adj_d 1 0.0000000044945 62
## - PPPDef 1 0.0000000045517 62
## - adj_t 1 0.0000000045643 62
## - Blkedper 1 0.0000000047469 62
## - threePRate 1 0.0000000048742 62
## - adj_o 1 0.0000000049864 62
## - barthag 1 0.0000000051110 62
## - FTRate 1 0.0000000054173 62
## <none> 0.0000000036146 64## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=62
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper +
## threePRate + AvgHgt + Exp + Talent + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o_rk 1 0.0000000038186 60
## - EliteSOS 1 0.0000000038484 60
## - ov_elite_sos 1 0.0000000038696 60
## - ov_fut_sos 1 0.0000000038968 60
## - OpORebper 1 0.0000000039527 60
## - twoPperD 1 0.0000000039643 60
## - FTRateD 1 0.0000000039810 60
## - AvgHgt 1 0.0000000039994 60
## - TOVper 1 0.0000000040003 60
## - Talent 1 0.0000000040626 60
## - TOVperD 1 0.0000000040868 60
## - RawT 1 0.0000000041086 60
## - PPPOff 1 0.0000000041627 60
## - Blkper 1 0.0000000041844 60
## - nc_cur_sos 1 0.0000000042052 60
## - threePperD 1 0.0000000042253 60
## - wab 1 0.0000000042511 60
## - Astper 1 0.0000000043589 60
## - barthag_rk 1 0.0000000044876 60
## - adj_d 1 0.0000000044994 60
## - Exp 1 0.0000000045314 60
## - adj_t 1 0.0000000045969 60
## - eFGD. 1 0.0000000046047 60
## - PPPDef 1 0.0000000047366 60
## - threePRate 1 0.0000000048778 60
## - twoPper 1 0.0000000049214 60
## - adj_o 1 0.0000000050546 60
## - barthag 1 0.0000000050986 60
## - Blkedper 1 0.0000000051020 60
## - FTRate 1 0.0000000054590 60
## <none> 0.0000000036999 62## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=60
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t +
## wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPper +
## twoPperD + threePperD + Blkper + Blkedper + Astper + threePRate +
## AvgHgt + Exp + Talent + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - ov_fut_sos 1 0.0000000039471 58
## - ov_elite_sos 1 0.0000000039911 58
## - twoPperD 1 0.0000000040038 58
## - EliteSOS 1 0.0000000040160 58
## - AvgHgt 1 0.0000000040493 58
## - FTRateD 1 0.0000000040707 58
## - OpORebper 1 0.0000000040804 58
## - TOVper 1 0.0000000041198 58
## - Talent 1 0.0000000041515 58
## - PPPOff 1 0.0000000041735 58
## - RawT 1 0.0000000042092 58
## - TOVperD 1 0.0000000042102 58
## - threePperD 1 0.0000000042221 58
## - nc_cur_sos 1 0.0000000042345 58
## - wab 1 0.0000000042731 58
## - Blkper 1 0.0000000042956 58
## - Astper 1 0.0000000043925 58
## - barthag_rk 1 0.0000000045495 58
## - Exp 1 0.0000000045650 58
## - adj_d 1 0.0000000046049 58
## - eFGD. 1 0.0000000046106 58
## - adj_t 1 0.0000000046234 58
## - threePRate 1 0.0000000049595 58
## - twoPper 1 0.0000000049862 58
## - PPPDef 1 0.0000000051036 58
## - barthag 1 0.0000000051234 58
## - Blkedper 1 0.0000000052431 58
## - adj_o 1 0.0000000052476 58
## - FTRate 1 0.0000000058554 58
## <none> 0.0000000038186 60## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=58
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t +
## wab + nc_cur_sos + ov_elite_sos + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + OpORebper + RawT + twoPper + twoPperD +
## threePperD + Blkper + Blkedper + Astper + threePRate + AvgHgt +
## Exp + Talent + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - ov_elite_sos 1 0.0000000039961 56
## - FTRateD 1 0.0000000040569 56
## - EliteSOS 1 0.0000000040586 56
## - twoPperD 1 0.0000000041560 56
## - PPPOff 1 0.0000000042133 56
## - RawT 1 0.0000000042332 56
## - Talent 1 0.0000000042434 56
## - TOVper 1 0.0000000042484 56
## - wab 1 0.0000000043727 56
## - AvgHgt 1 0.0000000043970 56
## - threePperD 1 0.0000000044388 56
## - OpORebper 1 0.0000000044610 56
## - nc_cur_sos 1 0.0000000044641 56
## - Blkper 1 0.0000000045169 56
## - adj_d 1 0.0000000046151 56
## - Exp 1 0.0000000046181 56
## - barthag_rk 1 0.0000000046932 56
## - adj_t 1 0.0000000046980 56
## - TOVperD 1 0.0000000047736 56
## - eFGD. 1 0.0000000049082 56
## - Astper 1 0.0000000049364 56
## - twoPper 1 0.0000000049907 56
## - barthag 1 0.0000000051708 56
## - adj_o 1 0.0000000053279 56
## - threePRate 1 0.0000000053738 56
## - Blkedper 1 0.0000000054163 56
## - PPPDef 1 0.0000000056867 56
## - FTRate 1 0.0000000060583 56
## <none> 0.0000000039471 58## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=56
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t +
## wab + nc_cur_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## OpORebper + RawT + twoPper + twoPperD + threePperD + Blkper +
## Blkedper + Astper + threePRate + AvgHgt + Exp + Talent +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRateD 1 0.0000000041059 54
## - EliteSOS 1 0.0000000041287 54
## - PPPOff 1 0.0000000042312 54
## - Talent 1 0.0000000042618 54
## - TOVper 1 0.0000000042744 54
## - twoPperD 1 0.0000000043046 54
## - RawT 1 0.0000000043431 54
## - wab 1 0.0000000043932 54
## - AvgHgt 1 0.0000000044097 54
## - OpORebper 1 0.0000000044671 54
## - nc_cur_sos 1 0.0000000045091 54
## - threePperD 1 0.0000000045335 54
## - Blkper 1 0.0000000045805 54
## - Exp 1 0.0000000046229 54
## - adj_d 1 0.0000000046528 54
## - barthag_rk 1 0.0000000047419 54
## - TOVperD 1 0.0000000047823 54
## - adj_t 1 0.0000000048021 54
## - Astper 1 0.0000000049875 54
## - twoPper 1 0.0000000050815 54
## - eFGD. 1 0.0000000051890 54
## - barthag 1 0.0000000051906 54
## - adj_o 1 0.0000000053342 54
## - threePRate 1 0.0000000055531 54
## - PPPDef 1 0.0000000057057 54
## - Blkedper 1 0.0000000060633 54
## - FTRate 1 0.0000000061059 54
## <none> 0.0000000039961 56## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=54
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t +
## wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper +
## RawT + twoPper + twoPperD + threePperD + Blkper + Blkedper +
## Astper + threePRate + AvgHgt + Exp + Talent + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EliteSOS 1 0.0000000041715 52
## - Talent 1 0.0000000042799 52
## - PPPOff 1 0.0000000042902 52
## - RawT 1 0.0000000043633 52
## - TOVper 1 0.0000000043951 52
## - wab 1 0.0000000043970 52
## - twoPperD 1 0.0000000044249 52
## - AvgHgt 1 0.0000000044559 52
## - threePperD 1 0.0000000045740 52
## - nc_cur_sos 1 0.0000000046322 52
## - Blkper 1 0.0000000046841 52
## - adj_d 1 0.0000000047333 52
## - OpORebper 1 0.0000000047420 52
## - barthag_rk 1 0.0000000047424 52
## - adj_t 1 0.0000000048364 52
## - Exp 1 0.0000000049321 52
## - Astper 1 0.0000000049918 52
## - barthag 1 0.0000000051957 52
## - twoPper 1 0.0000000052563 52
## - adj_o 1 0.0000000053397 52
## - threePRate 1 0.0000000055712 52
## - eFGD. 1 0.0000000056262 52
## - TOVperD 1 0.0000000060350 52
## - Blkedper 1 0.0000000061570 52
## - FTRate 1 0.0000000063738 52
## - PPPDef 1 0.0000000072191 52
## <none> 0.0000000041059 54## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=52
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t +
## wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper +
## RawT + twoPper + twoPperD + threePperD + Blkper + Blkedper +
## Astper + threePRate + AvgHgt + Exp + Talent + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - PPPOff 1 0.0000000043002 50
## - Talent 1 0.0000000043470 50
## - RawT 1 0.0000000043766 50
## - AvgHgt 1 0.0000000044819 50
## - twoPperD 1 0.0000000045695 50
## - TOVper 1 0.0000000046117 50
## - threePperD 1 0.0000000047220 50
## - Blkper 1 0.0000000047332 50
## - adj_d 1 0.0000000047520 50
## - wab 1 0.0000000047843 50
## - OpORebper 1 0.0000000047944 50
## - nc_cur_sos 1 0.0000000048252 50
## - barthag_rk 1 0.0000000049416 50
## - adj_t 1 0.0000000049731 50
## - Astper 1 0.0000000050054 50
## - Exp 1 0.0000000051918 50
## - barthag 1 0.0000000054594 50
## - threePRate 1 0.0000000056076 50
## - twoPper 1 0.0000000056762 50
## - TOVperD 1 0.0000000060517 50
## - adj_o 1 0.0000000060609 50
## - eFGD. 1 0.0000000061848 50
## - Blkedper 1 0.0000000062108 50
## - FTRate 1 0.0000000068695 50
## - PPPDef 1 0.0000000072026 50
## <none> 0.0000000041715 52## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=50
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t +
## wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper +
## RawT + twoPper + twoPperD + threePperD + Blkper + Blkedper +
## Astper + threePRate + AvgHgt + Exp + Talent + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - RawT 1 0.0000000045628 48
## - AvgHgt 1 0.0000000045733 48
## - twoPperD 1 0.0000000045778 48
## - threePperD 1 0.0000000047182 48
## - Blkper 1 0.0000000047411 48
## - Talent 1 0.0000000047806 48
## - wab 1 0.0000000047973 48
## - TOVper 1 0.0000000048054 48
## - adj_d 1 0.0000000048401 48
## - barthag_rk 1 0.0000000049458 48
## - Exp 1 0.0000000053161 48
## - adj_t 1 0.0000000053316 48
## - OpORebper 1 0.0000000054345 48
## - barthag 1 0.0000000054722 48
## - threePRate 1 0.0000000056523 48
## - nc_cur_sos 1 0.0000000056555 48
## - twoPper 1 0.0000000057291 48
## - Astper 1 0.0000000058680 48
## - eFGD. 1 0.0000000061790 48
## - Blkedper 1 0.0000000062534 48
## - adj_o 1 0.0000000066814 48
## - FTRate 1 0.0000000070507 48
## - TOVperD 1 0.0000000072229 48
## - PPPDef 1 0.0000000082224 48
## <none> 0.0000000043002 50## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=48
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t +
## wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper +
## twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper +
## threePRate + AvgHgt + Exp + Talent + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - AvgHgt 1 0.0000000047786 46
## - twoPperD 1 0.0000000048896 46
## - Talent 1 0.0000000049869 46
## - threePperD 1 0.0000000050506 46
## - wab 1 0.0000000051394 46
## - barthag_rk 1 0.0000000051592 46
## - TOVper 1 0.0000000051651 46
## - Blkper 1 0.0000000051937 46
## - adj_d 1 0.0000000052105 46
## - barthag 1 0.0000000056582 46
## - twoPper 1 0.0000000057996 46
## - threePRate 1 0.0000000059548 46
## - Astper 1 0.0000000061707 46
## - Exp 1 0.0000000062935 46
## - Blkedper 1 0.0000000063107 46
## - nc_cur_sos 1 0.0000000063345 46
## - eFGD. 1 0.0000000066850 46
## - OpORebper 1 0.0000000067151 46
## - adj_o 1 0.0000000067152 46
## - adj_t 1 0.0000000068923 46
## - FTRate 1 0.0000000089177 46
## - PPPDef 1 0.0000000107276 46
## - TOVperD 1 0.0000000128465 46
## <none> 0.0000000045628 48## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=46
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t +
## wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper +
## twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper +
## threePRate + Exp + Talent + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Talent 1 0.0000000052424 44
## - Blkper 1 0.0000000052613 44
## - wab 1 0.0000000052811 44
## - barthag_rk 1 0.0000000052835 44
## - TOVper 1 0.0000000052971 44
## - adj_d 1 0.0000000056288 44
## - barthag 1 0.0000000057322 44
## - twoPperD 1 0.0000000058805 44
## - twoPper 1 0.0000000060437 44
## - threePRate 1 0.0000000060657 44
## - Astper 1 0.0000000062068 44
## - threePperD 1 0.0000000064725 44
## - nc_cur_sos 1 0.0000000065129 44
## - adj_o 1 0.0000000067252 44
## - OpORebper 1 0.0000000067602 44
## - Exp 1 0.0000000067957 44
## - Blkedper 1 0.0000000069216 44
## - adj_t 1 0.0000000071296 44
## - eFGD. 1 0.0000000083411 44
## - PPPDef 1 0.0000000108802 44
## - FTRate 1 0.0000000111793 44
## - TOVperD 1 0.0000000135750 44
## <none> 0.0000000047786 46## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=44
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t +
## wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper +
## twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper +
## threePRate + Exp + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag_rk 1 0.0000000057046 42
## - adj_d 1 0.0000000057339 42
## - Blkper 1 0.0000000058185 42
## - barthag 1 0.0000000059174 42
## - TOVper 1 0.0000000060019 42
## - wab 1 0.0000000060981 42
## - twoPper 1 0.0000000061098 42
## - threePRate 1 0.0000000062333 42
## - twoPperD 1 0.0000000065528 42
## - nc_cur_sos 1 0.0000000068070 42
## - threePperD 1 0.0000000068865 42
## - Astper 1 0.0000000070868 42
## - adj_t 1 0.0000000072581 42
## - adj_o 1 0.0000000073433 42
## - Exp 1 0.0000000080767 42
## - Blkedper 1 0.0000000082951 42
## - OpORebper 1 0.0000000095962 42
## - eFGD. 1 0.0000000096080 42
## - PPPDef 1 0.0000000114993 42
## - FTRate 1 0.0000000138129 42
## - TOVperD 1 0.0000000181122 42
## <none> 0.0000000052424 44## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=42
## conf_winner ~ barthag + adj_o + adj_d + adj_t + wab + nc_cur_sos +
## eFGD. + FTRate + TOVper + TOVperD + OpORebper + twoPper +
## twoPperD + threePperD + Blkper + Blkedper + Astper + threePRate +
## Exp + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d 1 0.0000000060320 40
## - wab 1 0.0000000062698 40
## - TOVper 1 0.0000000063860 40
## - Blkper 1 0.0000000063988 40
## - barthag 1 0.0000000064433 40
## - twoPper 1 0.0000000064931 40
## - threePRate 1 0.0000000065422 40
## - twoPperD 1 0.0000000068936 40
## - threePperD 1 0.0000000072296 40
## - adj_o 1 0.0000000073495 40
## - Astper 1 0.0000000077066 40
## - adj_t 1 0.0000000082619 40
## - Blkedper 1 0.0000000082971 40
## - nc_cur_sos 1 0.0000000083692 40
## - Exp 1 0.0000000088778 40
## - OpORebper 1 0.0000000096102 40
## - eFGD. 1 0.0000000102030 40
## - PPPDef 1 0.0000000120741 40
## - FTRate 1 0.0000000139101 40
## - TOVperD 1 0.0000000192002 40
## <none> 0.0000000057046 42## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=40
## conf_winner ~ barthag + adj_o + adj_t + wab + nc_cur_sos + eFGD. +
## FTRate + TOVper + TOVperD + OpORebper + twoPper + twoPperD +
## threePperD + Blkper + Blkedper + Astper + threePRate + Exp +
## PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - wab 1 0.0000000063990 38
## - barthag 1 0.0000000064495 38
## - TOVper 1 0.0000000064759 38
## - Blkper 1 0.0000000068035 38
## - twoPperD 1 0.0000000069704 38
## - twoPper 1 0.0000000072479 38
## - threePperD 1 0.0000000072798 38
## - Astper 1 0.0000000077526 38
## - adj_o 1 0.0000000078535 38
## - threePRate 1 0.0000000082081 38
## - Blkedper 1 0.0000000083017 38
## - adj_t 1 0.0000000089553 38
## - Exp 1 0.0000000089973 38
## - eFGD. 1 0.0000000102426 38
## - OpORebper 1 0.0000000106909 38
## - nc_cur_sos 1 0.0000000125976 38
## - FTRate 1 0.0000000140591 38
## - PPPDef 1 0.0000000145097 38
## - TOVperD 1 0.0000000194963 38
## <none> 0.0000000060320 40## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=38
## conf_winner ~ barthag + adj_o + adj_t + nc_cur_sos + eFGD. +
## FTRate + TOVper + TOVperD + OpORebper + twoPper + twoPperD +
## threePperD + Blkper + Blkedper + Astper + threePRate + Exp +
## PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - TOVper 1 0.000000006642 36
## - barthag 1 0.000000006716 36
## - Blkper 1 0.000000007516 36
## - Astper 1 0.000000008078 36
## - twoPperD 1 0.000000008255 36
## - threePperD 1 0.000000008490 36
## - adj_t 1 0.000000009330 36
## - adj_o 1 0.000000009630 36
## - twoPper 1 0.000000010689 36
## - threePRate 1 0.000000010765 36
## - Exp 1 0.000000011063 36
## - OpORebper 1 0.000000011104 36
## - Blkedper 1 0.000000011591 36
## - eFGD. 1 0.000000014660 36
## - nc_cur_sos 1 0.000000016447 36
## - FTRate 1 0.000000018764 36
## - PPPDef 1 0.000000019069 36
## - TOVperD 1 0.000000033462 36
## <none> 0.000000006399 38## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=36
## conf_winner ~ barthag + adj_o + adj_t + nc_cur_sos + eFGD. +
## FTRate + TOVperD + OpORebper + twoPper + twoPperD + threePperD +
## Blkper + Blkedper + Astper + threePRate + Exp + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag 1 0.000000006989 34
## - twoPperD 1 0.000000008208 34
## - threePperD 1 0.000000008756 34
## - Blkper 1 0.000000009243 34
## - adj_t 1 0.000000009902 34
## - twoPper 1 0.000000010690 34
## - Astper 1 0.000000011127 34
## - OpORebper 1 0.000000011473 34
## - Exp 1 0.000000011503 34
## - threePRate 1 0.000000012013 34
## - Blkedper 1 0.000000012481 34
## - adj_o 1 0.000000013623 34
## - eFGD. 1 0.000000014975 34
## - FTRate 1 0.000000020904 34
## - nc_cur_sos 1 0.000000022924 34
## - PPPDef 1 0.000000032978 34
## - TOVperD 1 0.000000040096 34
## <none> 0.000000006642 36## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=34
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD +
## OpORebper + twoPper + twoPperD + threePperD + Blkper + Blkedper +
## Astper + threePRate + Exp + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPperD 1 0.00 32.00
## - threePperD 1 0.00 32.00
## - Blkper 1 0.00 32.00
## - adj_t 1 0.00 32.00
## - Astper 1 0.00 32.00
## - twoPper 1 0.00 32.00
## - OpORebper 1 0.00 32.00
## - Exp 1 0.00 32.00
## - threePRate 1 0.00 32.00
## - Blkedper 1 0.00 32.00
## - eFGD. 1 0.00 32.00
## - FTRate 1 0.00 32.00
## - nc_cur_sos 1 0.00 32.00
## - PPPDef 1 0.00 32.00
## - TOVperD 1 0.00 32.00
## <none> 0.00 34.00
## - adj_o 1 21.01 53.01## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=32
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD +
## OpORebper + twoPper + threePperD + Blkper + Blkedper + Astper +
## threePRate + Exp + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePperD 1 0.00 30.00
## - Astper 1 0.00 30.00
## - OpORebper 1 0.00 30.00
## - Blkper 1 0.00 30.00
## - Exp 1 0.00 30.00
## - twoPper 1 0.00 30.00
## - adj_t 1 0.00 30.00
## - threePRate 1 0.00 30.00
## - Blkedper 1 0.00 30.00
## - FTRate 1 0.00 30.00
## - PPPDef 1 0.00 30.00
## - nc_cur_sos 1 0.00 30.00
## - TOVperD 1 0.00 30.00
## - eFGD. 1 0.00 30.00
## <none> 0.00 32.00
## - adj_o 1 21.26 51.26## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=30
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD +
## OpORebper + twoPper + Blkper + Blkedper + Astper + threePRate +
## Exp + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpORebper 1 0.000 28.000
## - Astper 1 0.000 28.000
## - Exp 1 0.000 28.000
## - Blkper 1 0.000 28.000
## - twoPper 1 0.000 28.000
## - threePRate 1 0.000 28.000
## - Blkedper 1 0.000 28.000
## - adj_t 1 0.000 28.000
## - FTRate 1 0.000 28.000
## - PPPDef 1 0.000 28.000
## - nc_cur_sos 1 0.000 28.000
## - TOVperD 1 0.000 28.000
## - eFGD. 1 0.000 28.000
## <none> 0.000 30.000
## - adj_o 1 22.909 50.909## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=28
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD +
## twoPper + Blkper + Blkedper + Astper + threePRate + Exp +
## PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Exp 1 0.000 26.000
## - threePRate 1 0.000 26.000
## - Astper 1 0.000 26.000
## - Blkper 1 0.000 26.000
## - Blkedper 1 0.000 26.000
## - adj_t 1 0.000 26.000
## - PPPDef 1 0.000 26.000
## - twoPper 1 0.000 26.000
## - FTRate 1 0.000 26.000
## - eFGD. 1 0.000 26.000
## <none> 0.000 28.000
## - nc_cur_sos 1 15.786 41.786
## - adj_o 1 23.724 49.724
## - TOVperD 1 72.087 98.087## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=26
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD +
## twoPper + Blkper + Blkedper + Astper + threePRate + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRate 1 0.000 24.000
## - Blkedper 1 0.000 24.000
## - Astper 1 0.000 24.000
## - adj_t 1 0.000 24.000
## - twoPper 1 0.000 24.000
## - Blkper 1 0.000 24.000
## - PPPDef 1 0.000 24.000
## <none> 0.000 26.000
## - TOVperD 1 13.566 37.566
## - FTRate 1 14.459 38.459
## - eFGD. 1 25.693 49.693
## - adj_o 1 26.287 50.287
## - nc_cur_sos 1 26.838 50.838## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=24
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD +
## twoPper + Blkper + Blkedper + Astper + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkedper 1 0.00 22.00
## - Astper 1 0.00 22.00
## - adj_t 1 0.00 22.00
## - twoPper 1 0.00 22.00
## <none> 0.00 24.00
## - Blkper 1 8.65 30.65
## - TOVperD 1 14.83 36.83
## - FTRate 1 17.03 39.03
## - eFGD. 1 27.45 49.45
## - nc_cur_sos 1 29.59 51.59
## - adj_o 1 32.41 54.41
## - PPPDef 1 576.70 598.70## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=22
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD +
## twoPper + Blkper + Astper + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Astper 1 0.000 20.000
## - twoPper 1 0.000 20.000
## - adj_t 1 0.000 20.000
## <none> 0.000 22.000
## - Blkper 1 12.557 32.557
## - PPPDef 1 14.933 34.933
## - TOVperD 1 19.033 39.033
## - FTRate 1 21.477 41.477
## - eFGD. 1 27.651 47.651
## - adj_o 1 37.326 57.326
## - nc_cur_sos 1 39.165 59.165## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=20
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD +
## twoPper + Blkper + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPper 1 0.000 18.000
## <none> 0.000 20.000
## - Blkper 1 14.628 32.628
## - adj_t 1 15.767 33.767
## - PPPDef 1 17.153 35.153
## - TOVperD 1 19.765 37.765
## - FTRate 1 23.816 41.816
## - eFGD. 1 28.236 46.236
## - adj_o 1 37.372 55.372
## - nc_cur_sos 1 39.388 57.388## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=18
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD +
## Blkper + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## <none> 0.000 18.000
## - Blkper 1 15.463 31.463
## - adj_t 1 15.774 31.774
## - PPPDef 1 19.260 35.260
## - TOVperD 1 22.915 38.915
## - FTRate 1 25.641 41.641
## - eFGD. 1 28.247 44.247
## - nc_cur_sos 1 40.127 56.127
## - adj_o 1 53.324 69.324summary(B12_lm.backward)##
## Call:
## glm(formula = conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. +
## FTRate + TOVperD + Blkper + PPPDef, family = "binomial",
## data = B12_train.df, na.action = na.exclude)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -7555.81 582884.07 -0.013 0.990
## adj_o 86.30 6935.49 0.012 0.990
## adj_t -54.09 4098.13 -0.013 0.989
## nc_cur_sos 5578.29 418647.89 0.013 0.989
## eFGD. -369.48 30388.66 -0.012 0.990
## FTRate -44.09 3305.90 -0.013 0.989
## TOVperD 219.92 16832.30 0.013 0.990
## Blkper -50.45 5547.40 -0.009 0.993
## PPPDef 13398.72 1063636.24 0.013 0.990
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 85.35107105843 on 133 degrees of freedom
## Residual deviance: 0.00000046946 on 125 degrees of freedom
## AIC: 18
##
## Number of Fisher Scoring iterations: 25#accuracy
B12.lm.back.pred <- predict(B12_lm.backward, B12_valid.df, na.action = na.pass)
accuracy(B12.lm.back.pred, B12_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set 1148.187 1418.803 1178.849 NaN InfBased on the backward selection, it is important to note that the variables selected from our function are adj_o, adj_t, nc_cur_sos, eFGD., FTRate, TOVperD, Blkper, PPPDef. As stated before, positive coefficients increase the likelihood of being a conference winner while negative coefficients decrease the likelihood of being a conference winner. None of the coefficients for the predictors are statistically significant, as indicated by the p-values (all greater than 0.05). The AIC is 18 which is very low, providing a measure of model fit. A lower AIC indicates a better-fitting model. The intercept has a very large negative value, indicating an extreme estimate. This could be a result of multicollinearity or other issues in model estimation.
Forward Selection
B12.lm.null <- lm(conf_winner ~ 1, data = B12_train.df, na.action = na.exclude)
B12.lm.forward <- step(B12.lm.null, direction = 'forward', scope = list(lower = B12.lm.null, upper = B12_lm))## Start: AIC=-324.28
## conf_winner ~ 1
##
## Df Sum of Sq RSS AIC
## + wab 1 2.82450 8.9143 -359.16
## + Talent 1 1.65848 10.0803 -342.69
## + nc_elite_sos 1 1.65760 10.0812 -342.68
## + eFG 1 1.62958 10.1092 -342.31
## + adj_o 1 1.50517 10.2336 -340.67
## + nc_fut_sos 1 1.39179 10.3470 -339.19
## + nc_cur_sos 1 1.38247 10.3563 -339.07
## + eFGD. 1 1.27968 10.4591 -337.75
## + PPPOff 1 1.26617 10.4726 -337.58
## + twoPper 1 1.21045 10.5284 -336.86
## + barthag 1 1.16769 10.5711 -336.32
## + twoPperD 1 1.15276 10.5861 -336.13
## + ov_fut_sos 1 1.15125 10.5876 -336.11
## + ov_cur_sos 1 1.14177 10.5970 -335.99
## + adj_d 1 1.12555 10.6133 -335.79
## + barthag_rk 1 1.07946 10.6593 -335.21
## + threePper 1 1.00260 10.7362 -334.25
## + adj_o_rk 1 0.87995 10.8589 -332.72
## + adj_d_rk 1 0.86963 10.8692 -332.60
## + ov_elite_sos 1 0.78269 10.9561 -331.53
## + Blkper 1 0.74239 10.9964 -331.04
## + EliteSOS 1 0.73508 11.0037 -330.95
## + PPPDef 1 0.71812 11.0207 -330.74
## + threePperD 1 0.36051 11.3783 -326.46
## + OpORebper 1 0.24341 11.4954 -325.09
## + FTRateD 1 0.19979 11.5390 -324.58
## <none> 11.7388 -324.28
## + TOVper 1 0.16114 11.5777 -324.13
## + Orebper 1 0.12579 11.6130 -323.73
## + Exp 1 0.12255 11.6163 -323.69
## + EffHgt 1 0.12138 11.6174 -323.67
## + TOVperD 1 0.10631 11.6325 -323.50
## + AvgHgt 1 0.10470 11.6341 -323.48
## + adj_t_rk 1 0.08702 11.6518 -323.28
## + threePRate 1 0.06965 11.6692 -323.08
## + Adj.T 1 0.06007 11.6787 -322.97
## + Astper 1 0.04785 11.6910 -322.83
## + RawT 1 0.04160 11.6972 -322.76
## + adj_t 1 0.03387 11.7049 -322.67
## + FTRate 1 0.02492 11.7139 -322.57
## + OpAstper 1 0.01997 11.7188 -322.51
## + threePRateD 1 0.01432 11.7245 -322.45
## + Ftper 1 0.00532 11.7335 -322.34
## + Op.Ftper 1 0.00403 11.7348 -322.33
## + Blkedper 1 0.00181 11.7370 -322.30
##
## Step: AIC=-359.16
## conf_winner ~ wab
##
## Df Sum of Sq RSS AIC
## + barthag_rk 1 0.84819 8.0661 -370.56
## + barthag 1 0.75556 8.1588 -369.03
## + Exp 1 0.68606 8.2282 -367.90
## + Talent 1 0.40251 8.5118 -363.36
## + nc_elite_sos 1 0.35859 8.5557 -362.67
## + nc_fut_sos 1 0.24313 8.6712 -360.87
## + nc_cur_sos 1 0.24179 8.6725 -360.85
## + adj_o_rk 1 0.18825 8.7261 -360.02
## + TOVperD 1 0.17410 8.7402 -359.81
## + twoPperD 1 0.16790 8.7464 -359.71
## + threePper 1 0.14318 8.7711 -359.33
## + eFGD. 1 0.13663 8.7777 -359.23
## <none> 8.9143 -359.16
## + eFG 1 0.11944 8.7949 -358.97
## + threePRate 1 0.10368 8.8106 -358.73
## + Orebper 1 0.09333 8.8210 -358.57
## + TOVper 1 0.09250 8.8218 -358.56
## + Blkedper 1 0.09132 8.8230 -358.54
## + ov_fut_sos 1 0.08910 8.8252 -358.51
## + ov_cur_sos 1 0.08830 8.8260 -358.50
## + EffHgt 1 0.08217 8.8321 -358.41
## + Blkper 1 0.07363 8.8407 -358.28
## + ov_elite_sos 1 0.06169 8.8526 -358.09
## + EliteSOS 1 0.06044 8.8539 -358.08
## + RawT 1 0.04799 8.8663 -357.89
## + adj_t 1 0.04793 8.8664 -357.89
## + twoPper 1 0.03968 8.8746 -357.76
## + AvgHgt 1 0.03616 8.8781 -357.71
## + Adj.T 1 0.03229 8.8820 -357.65
## + adj_d_rk 1 0.02559 8.8887 -357.55
## + PPPOff 1 0.02303 8.8913 -357.51
## + Op.Ftper 1 0.02051 8.8938 -357.47
## + FTRate 1 0.01656 8.8977 -357.41
## + PPPDef 1 0.00987 8.9044 -357.31
## + OpORebper 1 0.00785 8.9065 -357.28
## + adj_o 1 0.00721 8.9071 -357.27
## + adj_d 1 0.00504 8.9093 -357.24
## + OpAstper 1 0.00442 8.9099 -357.23
## + adj_t_rk 1 0.00332 8.9110 -357.21
## + threePRateD 1 0.00293 8.9114 -357.21
## + threePperD 1 0.00252 8.9118 -357.20
## + FTRateD 1 0.00238 8.9119 -357.20
## + Astper 1 0.00130 8.9130 -357.18
## + Ftper 1 0.00011 8.9142 -357.17
##
## Step: AIC=-370.56
## conf_winner ~ wab + barthag_rk
##
## Df Sum of Sq RSS AIC
## + Exp 1 0.39741 7.6687 -375.33
## + nc_elite_sos 1 0.39426 7.6719 -375.28
## + Talent 1 0.32357 7.7425 -374.05
## + nc_fut_sos 1 0.27723 7.7889 -373.25
## + nc_cur_sos 1 0.27696 7.7892 -373.24
## + twoPperD 1 0.24095 7.8252 -372.63
## + eFGD. 1 0.20751 7.8586 -372.05
## + eFG 1 0.17930 7.8868 -371.57
## + threePper 1 0.17157 7.8945 -371.44
## + Blkper 1 0.14348 7.9226 -370.97
## <none> 8.0661 -370.56
## + ov_cur_sos 1 0.10888 7.9572 -370.38
## + ov_fut_sos 1 0.10888 7.9572 -370.38
## + TOVperD 1 0.08901 7.9771 -370.05
## + EliteSOS 1 0.08774 7.9784 -370.03
## + ov_elite_sos 1 0.08670 7.9794 -370.01
## + EffHgt 1 0.06604 8.0001 -369.66
## + twoPper 1 0.06604 8.0001 -369.66
## + adj_d 1 0.05852 8.0076 -369.54
## + adj_o 1 0.05360 8.0125 -369.46
## + Blkedper 1 0.05015 8.0160 -369.40
## + AvgHgt 1 0.04695 8.0192 -369.34
## + FTRate 1 0.04064 8.0255 -369.24
## + Orebper 1 0.03381 8.0323 -369.13
## + threePRate 1 0.03286 8.0333 -369.11
## + barthag 1 0.03255 8.0336 -369.10
## + adj_d_rk 1 0.02175 8.0444 -368.92
## + adj_t 1 0.01848 8.0476 -368.87
## + adj_o_rk 1 0.01605 8.0501 -368.83
## + PPPOff 1 0.01500 8.0511 -368.81
## + PPPDef 1 0.01359 8.0525 -368.79
## + threePperD 1 0.00866 8.0575 -368.71
## + RawT 1 0.00863 8.0575 -368.71
## + OpAstper 1 0.00757 8.0585 -368.69
## + Op.Ftper 1 0.00734 8.0588 -368.68
## + Ftper 1 0.00536 8.0608 -368.65
## + Adj.T 1 0.00524 8.0609 -368.65
## + TOVper 1 0.00502 8.0611 -368.65
## + threePRateD 1 0.00127 8.0648 -368.58
## + OpORebper 1 0.00078 8.0653 -368.58
## + FTRateD 1 0.00073 8.0654 -368.57
## + adj_t_rk 1 0.00067 8.0654 -368.57
## + Astper 1 0.00033 8.0658 -368.57
##
## Step: AIC=-375.33
## conf_winner ~ wab + barthag_rk + Exp
##
## Df Sum of Sq RSS AIC
## + eFG 1 0.33140 7.3373 -379.25
## + nc_elite_sos 1 0.24928 7.4194 -377.76
## + threePper 1 0.24365 7.4251 -377.66
## + FTRate 1 0.15652 7.5122 -376.10
## + twoPper 1 0.15401 7.5147 -376.05
## + nc_fut_sos 1 0.15145 7.5173 -376.01
## + nc_cur_sos 1 0.15023 7.5185 -375.98
## + Talent 1 0.13467 7.5340 -375.71
## + ov_elite_sos 1 0.13100 7.5377 -375.64
## + EliteSOS 1 0.12944 7.5393 -375.61
## + eFGD. 1 0.11970 7.5490 -375.44
## <none> 7.6687 -375.33
## + twoPperD 1 0.10640 7.5623 -375.20
## + ov_fut_sos 1 0.10350 7.5652 -375.15
## + ov_cur_sos 1 0.10222 7.5665 -375.13
## + Orebper 1 0.09609 7.5726 -375.02
## + adj_o 1 0.08823 7.5805 -374.88
## + Blkper 1 0.07459 7.5941 -374.64
## + barthag 1 0.06510 7.6036 -374.48
## + TOVperD 1 0.06018 7.6085 -374.39
## + AvgHgt 1 0.04786 7.6208 -374.17
## + EffHgt 1 0.03984 7.6289 -374.03
## + adj_d 1 0.03969 7.6290 -374.03
## + Blkedper 1 0.02972 7.6390 -373.85
## + threePperD 1 0.02540 7.6433 -373.78
## + PPPOff 1 0.02434 7.6444 -373.76
## + Op.Ftper 1 0.02270 7.6460 -373.73
## + Ftper 1 0.02093 7.6478 -373.70
## + adj_o_rk 1 0.02003 7.6487 -373.68
## + FTRateD 1 0.01984 7.6489 -373.68
## + adj_t 1 0.01500 7.6537 -373.59
## + threePRate 1 0.01464 7.6541 -373.59
## + PPPDef 1 0.01221 7.6565 -373.55
## + OpORebper 1 0.01213 7.6566 -373.54
## + adj_d_rk 1 0.00810 7.6606 -373.47
## + Astper 1 0.00668 7.6620 -373.45
## + RawT 1 0.00546 7.6632 -373.43
## + OpAstper 1 0.00272 7.6660 -373.38
## + threePRateD 1 0.00261 7.6661 -373.38
## + adj_t_rk 1 0.00225 7.6665 -373.37
## + Adj.T 1 0.00076 7.6680 -373.35
## + TOVper 1 0.00001 7.6687 -373.33
##
## Step: AIC=-379.25
## conf_winner ~ wab + barthag_rk + Exp + eFG
##
## Df Sum of Sq RSS AIC
## + nc_elite_sos 1 0.311909 7.0254 -383.07
## + eFGD. 1 0.293505 7.0438 -382.72
## + adj_d 1 0.253050 7.0843 -381.96
## + nc_fut_sos 1 0.207196 7.1301 -381.09
## + nc_cur_sos 1 0.205646 7.1317 -381.06
## + twoPperD 1 0.196765 7.1405 -380.89
## + ov_elite_sos 1 0.192476 7.1448 -380.81
## + Blkper 1 0.178591 7.1587 -380.55
## + EliteSOS 1 0.173784 7.1635 -380.46
## + ov_fut_sos 1 0.162356 7.1750 -380.25
## + ov_cur_sos 1 0.160571 7.1767 -380.22
## + adj_d_rk 1 0.157754 7.1796 -380.16
## + PPPDef 1 0.136877 7.2004 -379.78
## + Talent 1 0.128712 7.2086 -379.62
## <none> 7.3373 -379.25
## + threePperD 1 0.104965 7.2323 -379.18
## + threePRate 1 0.091370 7.2459 -378.93
## + FTRate 1 0.087151 7.2502 -378.85
## + PPPOff 1 0.083063 7.2542 -378.78
## + EffHgt 1 0.062306 7.2750 -378.40
## + adj_t 1 0.055679 7.2816 -378.27
## + Blkedper 1 0.047657 7.2897 -378.13
## + RawT 1 0.038573 7.2987 -377.96
## + AvgHgt 1 0.035997 7.3013 -377.91
## + barthag 1 0.032246 7.3051 -377.84
## + threePper 1 0.019182 7.3181 -377.60
## + Orebper 1 0.015863 7.3214 -377.54
## + TOVperD 1 0.015370 7.3219 -377.53
## + adj_o_rk 1 0.014743 7.3226 -377.52
## + Adj.T 1 0.012099 7.3252 -377.47
## + OpORebper 1 0.011376 7.3259 -377.46
## + twoPper 1 0.010083 7.3272 -377.44
## + adj_t_rk 1 0.007045 7.3303 -377.38
## + TOVper 1 0.006166 7.3311 -377.36
## + Op.Ftper 1 0.006120 7.3312 -377.36
## + adj_o 1 0.005395 7.3319 -377.35
## + threePRateD 1 0.005183 7.3321 -377.35
## + Ftper 1 0.003286 7.3340 -377.31
## + Astper 1 0.001364 7.3359 -377.28
## + OpAstper 1 0.001278 7.3360 -377.28
## + FTRateD 1 0.000512 7.3368 -377.26
##
## Step: AIC=-383.07
## conf_winner ~ wab + barthag_rk + Exp + eFG + nc_elite_sos
##
## Df Sum of Sq RSS AIC
## + adj_d 1 0.315236 6.7102 -387.23
## + eFGD. 1 0.283149 6.7422 -386.59
## + PPPDef 1 0.251697 6.7737 -385.96
## + adj_d_rk 1 0.230839 6.7946 -385.55
## + twoPperD 1 0.191132 6.8343 -384.77
## + Blkper 1 0.160517 6.8649 -384.17
## + threePRate 1 0.127828 6.8976 -383.53
## <none> 7.0254 -383.07
## + threePperD 1 0.099150 6.9262 -382.98
## + adj_t 1 0.077915 6.9475 -382.57
## + Blkedper 1 0.061133 6.9643 -382.24
## + RawT 1 0.057320 6.9681 -382.17
## + adj_o_rk 1 0.050477 6.9749 -382.04
## + PPPOff 1 0.047785 6.9776 -381.99
## + FTRate 1 0.044882 6.9805 -381.93
## + ov_elite_sos 1 0.038925 6.9865 -381.82
## + EffHgt 1 0.034695 6.9907 -381.74
## + EliteSOS 1 0.028735 6.9967 -381.62
## + Talent 1 0.028463 6.9969 -381.62
## + Adj.T 1 0.027604 6.9978 -381.60
## + barthag 1 0.022700 7.0027 -381.51
## + Ftper 1 0.016686 7.0087 -381.39
## + adj_o 1 0.015464 7.0099 -381.37
## + AvgHgt 1 0.014172 7.0112 -381.34
## + adj_t_rk 1 0.014121 7.0113 -381.34
## + ov_fut_sos 1 0.012008 7.0134 -381.30
## + threePper 1 0.011405 7.0140 -381.29
## + ov_cur_sos 1 0.011356 7.0140 -381.29
## + FTRateD 1 0.010564 7.0148 -381.27
## + TOVper 1 0.010123 7.0153 -381.27
## + threePRateD 1 0.007983 7.0174 -381.23
## + Astper 1 0.006150 7.0192 -381.19
## + TOVperD 1 0.005555 7.0198 -381.18
## + OpORebper 1 0.005144 7.0203 -381.17
## + twoPper 1 0.003697 7.0217 -381.14
## + OpAstper 1 0.001494 7.0239 -381.10
## + Op.Ftper 1 0.000497 7.0249 -381.08
## + Orebper 1 0.000422 7.0250 -381.08
## + nc_cur_sos 1 0.000005 7.0254 -381.07
## + nc_fut_sos 1 0.000002 7.0254 -381.07
##
## Step: AIC=-387.23
## conf_winner ~ wab + barthag_rk + Exp + eFG + nc_elite_sos + adj_d
##
## Df Sum of Sq RSS AIC
## + adj_o 1 0.281928 6.4282 -390.98
## + Blkedper 1 0.103576 6.6066 -387.31
## <none> 6.7102 -387.23
## + threePRate 1 0.076060 6.6341 -386.75
## + Blkper 1 0.063667 6.6465 -386.50
## + threePper 1 0.062794 6.6474 -386.48
## + ov_elite_sos 1 0.057044 6.6531 -386.37
## + ov_fut_sos 1 0.056294 6.6539 -386.35
## + ov_cur_sos 1 0.054548 6.6556 -386.32
## + twoPper 1 0.054518 6.6556 -386.32
## + eFGD. 1 0.045155 6.6650 -386.13
## + TOVper 1 0.039605 6.6706 -386.02
## + EliteSOS 1 0.039590 6.6706 -386.02
## + PPPOff 1 0.038350 6.6718 -385.99
## + adj_o_rk 1 0.036128 6.6740 -385.95
## + FTRateD 1 0.023625 6.6865 -385.70
## + adj_t 1 0.021320 6.6888 -385.65
## + twoPperD 1 0.020869 6.6893 -385.64
## + FTRate 1 0.020320 6.6898 -385.63
## + OpAstper 1 0.019952 6.6902 -385.62
## + nc_fut_sos 1 0.017785 6.6924 -385.58
## + nc_cur_sos 1 0.016709 6.6935 -385.56
## + EffHgt 1 0.013909 6.6963 -385.50
## + RawT 1 0.012070 6.6981 -385.47
## + threePperD 1 0.008861 6.7013 -385.40
## + TOVperD 1 0.008722 6.7014 -385.40
## + Talent 1 0.007566 6.7026 -385.38
## + Op.Ftper 1 0.007129 6.7030 -385.37
## + Orebper 1 0.005364 6.7048 -385.33
## + adj_d_rk 1 0.004131 6.7060 -385.31
## + Adj.T 1 0.003923 6.7062 -385.30
## + barthag 1 0.003501 6.7067 -385.29
## + Ftper 1 0.001758 6.7084 -385.26
## + threePRateD 1 0.001253 6.7089 -385.25
## + OpORebper 1 0.001021 6.7091 -385.25
## + Astper 1 0.000085 6.7101 -385.23
## + AvgHgt 1 0.000077 6.7101 -385.23
## + PPPDef 1 0.000000 6.7102 -385.23
## + adj_t_rk 1 0.000000 6.7102 -385.23
##
## Step: AIC=-390.98
## conf_winner ~ wab + barthag_rk + Exp + eFG + nc_elite_sos + adj_d +
## adj_o
##
## Df Sum of Sq RSS AIC
## + Blkedper 1 0.123380 6.3049 -391.57
## <none> 6.4282 -390.98
## + ov_fut_sos 1 0.080823 6.3474 -390.67
## + ov_cur_sos 1 0.079342 6.3489 -390.64
## + PPPOff 1 0.067841 6.3604 -390.40
## + FTRate 1 0.058727 6.3695 -390.21
## + Op.Ftper 1 0.053882 6.3744 -390.10
## + nc_fut_sos 1 0.052549 6.3757 -390.08
## + nc_cur_sos 1 0.051353 6.3769 -390.05
## + ov_elite_sos 1 0.050574 6.3777 -390.04
## + adj_d_rk 1 0.047521 6.3807 -389.97
## + adj_t 1 0.041736 6.3865 -389.85
## + threePperD 1 0.038327 6.3899 -389.78
## + EliteSOS 1 0.037609 6.3906 -389.76
## + barthag 1 0.036816 6.3914 -389.75
## + eFGD. 1 0.036545 6.3917 -389.74
## + TOVperD 1 0.034633 6.3936 -389.70
## + threePRate 1 0.027765 6.4005 -389.56
## + Orebper 1 0.027641 6.4006 -389.55
## + RawT 1 0.023986 6.4042 -389.48
## + OpORebper 1 0.019485 6.4087 -389.38
## + EffHgt 1 0.017268 6.4110 -389.34
## + Blkper 1 0.016685 6.4115 -389.32
## + AvgHgt 1 0.016598 6.4116 -389.32
## + Talent 1 0.015740 6.4125 -389.31
## + threePRateD 1 0.014138 6.4141 -389.27
## + TOVper 1 0.013118 6.4151 -389.25
## + Adj.T 1 0.010770 6.4175 -389.20
## + adj_t_rk 1 0.006655 6.4216 -389.12
## + threePper 1 0.004515 6.4237 -389.07
## + twoPper 1 0.003592 6.4246 -389.05
## + OpAstper 1 0.003431 6.4248 -389.05
## + twoPperD 1 0.003052 6.4252 -389.04
## + FTRateD 1 0.001499 6.4267 -389.01
## + adj_o_rk 1 0.001214 6.4270 -389.00
## + PPPDef 1 0.001087 6.4271 -389.00
## + Ftper 1 0.000564 6.4277 -388.99
## + Astper 1 0.000437 6.4278 -388.99
##
## Step: AIC=-391.57
## conf_winner ~ wab + barthag_rk + Exp + eFG + nc_elite_sos + adj_d +
## adj_o + Blkedper
##
## Df Sum of Sq RSS AIC
## <none> 6.3049 -391.57
## + FTRate 1 0.072416 6.2324 -391.12
## + Op.Ftper 1 0.067735 6.2371 -391.02
## + threePRate 1 0.060513 6.2443 -390.87
## + eFGD. 1 0.058968 6.2459 -390.83
## + nc_fut_sos 1 0.053665 6.2512 -390.72
## + nc_cur_sos 1 0.051691 6.2532 -390.68
## + barthag 1 0.042075 6.2628 -390.47
## + Blkper 1 0.040638 6.2642 -390.44
## + TOVperD 1 0.040547 6.2643 -390.44
## + ov_fut_sos 1 0.038278 6.2666 -390.39
## + ov_cur_sos 1 0.036791 6.2681 -390.36
## + PPPOff 1 0.035358 6.2695 -390.33
## + threePperD 1 0.035357 6.2695 -390.33
## + TOVper 1 0.033714 6.2711 -390.29
## + adj_d_rk 1 0.029715 6.2751 -390.21
## + AvgHgt 1 0.024802 6.2801 -390.10
## + Orebper 1 0.024336 6.2805 -390.09
## + EffHgt 1 0.023921 6.2809 -390.08
## + adj_t 1 0.022423 6.2824 -390.05
## + twoPperD 1 0.015067 6.2898 -389.89
## + Talent 1 0.014478 6.2904 -389.88
## + threePRateD 1 0.012267 6.2926 -389.83
## + ov_elite_sos 1 0.012151 6.2927 -389.83
## + OpORebper 1 0.010417 6.2944 -389.80
## + EliteSOS 1 0.009869 6.2950 -389.78
## + RawT 1 0.009186 6.2957 -389.77
## + Adj.T 1 0.003544 6.3013 -389.65
## + Ftper 1 0.003413 6.3014 -389.65
## + Astper 1 0.001732 6.3031 -389.61
## + twoPper 1 0.000638 6.3042 -389.59
## + adj_t_rk 1 0.000582 6.3043 -389.59
## + adj_o_rk 1 0.000561 6.3043 -389.59
## + OpAstper 1 0.000161 6.3047 -389.58
## + PPPDef 1 0.000138 6.3047 -389.58
## + FTRateD 1 0.000004 6.3049 -389.57
## + threePper 1 0.000001 6.3049 -389.57#accuracy
B12.lm.forward.pred <- predict(B12.lm.forward, B12_valid.df, na.action = na.pass)
accuracy(B12.lm.forward.pred, B12_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set -0.003742627 0.2487446 0.1664593 NaN InfStepwise Selection
B12.lm.stepwise <- step(B12_lm, direction = 'both')## Start: AIC=88
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=88
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Orebper 1 0.0000000033818 86
## - OpORebper 1 0.0000000033834 86
## - OpAstper 1 0.0000000033861 86
## - threePper 1 0.0000000033867 86
## - EliteSOS 1 0.0000000033894 86
## - twoPper 1 0.0000000033906 86
## - eFG 1 0.0000000033909 86
## - nc_elite_sos 1 0.0000000033910 86
## - adj_t_rk 1 0.0000000033924 86
## - adj_d_rk 1 0.0000000033945 86
## - Adj.T 1 0.0000000033983 86
## - Op.Ftper 1 0.0000000033990 86
## - Ftper 1 0.0000000034007 86
## - TOVperD 1 0.0000000034023 86
## - nc_fut_sos 1 0.0000000034036 86
## - AvgHgt 1 0.0000000034049 86
## - TOVper 1 0.0000000034062 86
## - nc_cur_sos 1 0.0000000034067 86
## - PPPDef 1 0.0000000034076 86
## - adj_o_rk 1 0.0000000034111 86
## - ov_elite_sos 1 0.0000000034159 86
## - threePRateD 1 0.0000000034207 86
## - PPPOff 1 0.0000000034249 86
## - EffHgt 1 0.0000000034427 86
## - RawT 1 0.0000000034805 86
## - Talent 1 0.0000000034986 86
## - ov_fut_sos 1 0.0000000035005 86
## - FTRate 1 0.0000000035077 86
## - FTRateD 1 0.0000000035323 86
## - eFGD. 1 0.0000000035361 86
## - adj_t 1 0.0000000035387 86
## - adj_d 1 0.0000000035398 86
## - twoPperD 1 0.0000000035514 86
## - Astper 1 0.0000000035981 86
## - Exp 1 0.0000000035996 86
## - threePperD 1 0.0000000036111 86
## - threePRate 1 0.0000000036287 86
## - wab 1 0.0000000036869 86
## - barthag_rk 1 0.0000000037223 86
## - Blkedper 1 0.0000000037389 86
## - Blkper 1 0.0000000037816 86
## - barthag 1 0.0000000039008 86
## - adj_o 1 0.0000000039101 86
## <none> 0.0000000033820 88## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpAstper 1 0.0000000033871 84
## - threePper 1 0.0000000033878 84
## - OpORebper 1 0.0000000033879 84
## - twoPper 1 0.0000000033896 84
## - eFG 1 0.0000000033909 84
## - nc_elite_sos 1 0.0000000033919 84
## - adj_t_rk 1 0.0000000033937 84
## - EliteSOS 1 0.0000000033939 84
## - adj_d_rk 1 0.0000000033953 84
## - Adj.T 1 0.0000000033964 84
## - Op.Ftper 1 0.0000000033989 84
## - nc_fut_sos 1 0.0000000034038 84
## - nc_cur_sos 1 0.0000000034066 84
## - AvgHgt 1 0.0000000034142 84
## - adj_o_rk 1 0.0000000034160 84
## - ov_elite_sos 1 0.0000000034178 84
## - TOVperD 1 0.0000000034230 84
## - threePRateD 1 0.0000000034282 84
## - PPPDef 1 0.0000000034293 84
## - Ftper 1 0.0000000034389 84
## - EffHgt 1 0.0000000034439 84
## - RawT 1 0.0000000034924 84
## - ov_fut_sos 1 0.0000000035020 84
## - Talent 1 0.0000000035267 84
## - eFGD. 1 0.0000000035459 84
## - twoPperD 1 0.0000000035492 84
## - adj_d 1 0.0000000035539 84
## - FTRateD 1 0.0000000035581 84
## - adj_t 1 0.0000000035640 84
## - Astper 1 0.0000000035972 84
## - TOVper 1 0.0000000036005 84
## - Exp 1 0.0000000036006 84
## - threePperD 1 0.0000000036134 84
## - PPPOff 1 0.0000000036816 84
## - wab 1 0.0000000036872 84
## - FTRate 1 0.0000000037000 84
## - barthag_rk 1 0.0000000037314 84
## - Blkedper 1 0.0000000037414 84
## - Blkper 1 0.0000000037851 84
## - barthag 1 0.0000000039260 84
## - adj_o 1 0.0000000039404 84
## - threePRate 1 0.0000000041813 84
## <none> 0.0000000033818 86
## + Orebper 1 0.0000000033820 88## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t_rk 1 0.0000000033947 82
## - eFG 1 0.0000000033957 82
## - threePper 1 0.0000000033958 82
## - Adj.T 1 0.0000000033991 82
## - EliteSOS 1 0.0000000033997 82
## - nc_elite_sos 1 0.0000000033997 82
## - Op.Ftper 1 0.0000000034011 82
## - adj_d_rk 1 0.0000000034014 82
## - OpORebper 1 0.0000000034030 82
## - nc_fut_sos 1 0.0000000034097 82
## - nc_cur_sos 1 0.0000000034129 82
## - twoPper 1 0.0000000034180 82
## - ov_elite_sos 1 0.0000000034275 82
## - adj_o_rk 1 0.0000000034361 82
## - Ftper 1 0.0000000034421 82
## - TOVperD 1 0.0000000034440 82
## - EffHgt 1 0.0000000034465 82
## - threePRateD 1 0.0000000034523 82
## - PPPDef 1 0.0000000034557 82
## - AvgHgt 1 0.0000000034708 82
## - ov_fut_sos 1 0.0000000035022 82
## - RawT 1 0.0000000035105 82
## - Talent 1 0.0000000035398 82
## - FTRateD 1 0.0000000035710 82
## - adj_t 1 0.0000000035764 82
## - twoPperD 1 0.0000000035832 82
## - eFGD. 1 0.0000000035858 82
## - Exp 1 0.0000000036054 82
## - TOVper 1 0.0000000036144 82
## - threePperD 1 0.0000000036368 82
## - adj_d 1 0.0000000036623 82
## - PPPOff 1 0.0000000036817 82
## - wab 1 0.0000000037070 82
## - Blkedper 1 0.0000000037377 82
## - Blkper 1 0.0000000038090 82
## - Astper 1 0.0000000038123 82
## - barthag_rk 1 0.0000000038305 82
## - FTRate 1 0.0000000038485 82
## - adj_o 1 0.0000000039569 82
## - barthag 1 0.0000000039812 82
## - threePRate 1 0.0000000042222 82
## <none> 0.0000000033871 84
## + OpAstper 1 0.0000000033818 86
## + Orebper 1 0.0000000033861 86## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + OpORebper + RawT + twoPper + twoPperD +
## threePper + threePperD + Blkper + Blkedper + Astper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFG 1 0.0000000033964 80
## - threePper 1 0.0000000033978 80
## - nc_elite_sos 1 0.0000000034078 80
## - adj_d_rk 1 0.0000000034079 80
## - Adj.T 1 0.0000000034112 80
## - Op.Ftper 1 0.0000000034130 80
## - EliteSOS 1 0.0000000034164 80
## - nc_fut_sos 1 0.0000000034202 80
## - OpORebper 1 0.0000000034211 80
## - nc_cur_sos 1 0.0000000034235 80
## - twoPper 1 0.0000000034265 80
## - EffHgt 1 0.0000000034524 80
## - threePRateD 1 0.0000000034638 80
## - TOVperD 1 0.0000000034696 80
## - Ftper 1 0.0000000034716 80
## - adj_o_rk 1 0.0000000034780 80
## - AvgHgt 1 0.0000000034818 80
## - ov_elite_sos 1 0.0000000034956 80
## - PPPDef 1 0.0000000035001 80
## - ov_fut_sos 1 0.0000000035243 80
## - RawT 1 0.0000000035523 80
## - Talent 1 0.0000000035626 80
## - FTRateD 1 0.0000000035785 80
## - adj_t 1 0.0000000036002 80
## - TOVper 1 0.0000000036368 80
## - Exp 1 0.0000000036478 80
## - twoPperD 1 0.0000000036870 80
## - PPPOff 1 0.0000000036935 80
## - wab 1 0.0000000037189 80
## - Blkedper 1 0.0000000037436 80
## - threePperD 1 0.0000000037836 80
## - Blkper 1 0.0000000038186 80
## - eFGD. 1 0.0000000038422 80
## - Astper 1 0.0000000038569 80
## - barthag_rk 1 0.0000000039194 80
## - adj_d 1 0.0000000039687 80
## - adj_o 1 0.0000000040114 80
## - FTRate 1 0.0000000040171 80
## - barthag 1 0.0000000041551 80
## - threePRate 1 0.0000000042212 80
## <none> 0.0000000033947 82
## + adj_t_rk 1 0.0000000033871 84
## + Orebper 1 0.0000000033937 84
## + OpAstper 1 0.0000000033937 84## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos +
## ov_elite_sos + ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper +
## TOVperD + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + Astper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d_rk 1 0.0000000034104 78
## - nc_elite_sos 1 0.0000000034109 78
## - Adj.T 1 0.0000000034126 78
## - Op.Ftper 1 0.0000000034148 78
## - OpORebper 1 0.0000000034214 78
## - nc_fut_sos 1 0.0000000034234 78
## - nc_cur_sos 1 0.0000000034261 78
## - EliteSOS 1 0.0000000034366 78
## - threePper 1 0.0000000034367 78
## - EffHgt 1 0.0000000034650 78
## - TOVperD 1 0.0000000034731 78
## - threePRateD 1 0.0000000034736 78
## - Ftper 1 0.0000000034754 78
## - adj_o_rk 1 0.0000000034894 78
## - AvgHgt 1 0.0000000034955 78
## - ov_elite_sos 1 0.0000000035018 78
## - PPPDef 1 0.0000000035184 78
## - ov_fut_sos 1 0.0000000035278 78
## - Talent 1 0.0000000035619 78
## - FTRateD 1 0.0000000035920 78
## - RawT 1 0.0000000035932 78
## - adj_t 1 0.0000000036052 78
## - TOVper 1 0.0000000036473 78
## - twoPperD 1 0.0000000036862 78
## - PPPOff 1 0.0000000037120 78
## - wab 1 0.0000000037230 78
## - Exp 1 0.0000000037585 78
## - threePperD 1 0.0000000037845 78
## - Blkper 1 0.0000000038407 78
## - Astper 1 0.0000000038615 78
## - eFGD. 1 0.0000000038761 78
## - Blkedper 1 0.0000000039188 78
## - twoPper 1 0.0000000039376 78
## - adj_d 1 0.0000000039630 78
## - FTRate 1 0.0000000040754 78
## - barthag_rk 1 0.0000000040950 78
## - adj_o 1 0.0000000041143 78
## - barthag 1 0.0000000041995 78
## - threePRate 1 0.0000000042490 78
## <none> 0.0000000033964 80
## + eFG 1 0.0000000033947 82
## + Orebper 1 0.0000000033952 82
## + OpAstper 1 0.0000000033953 82
## + adj_t_rk 1 0.0000000033957 82## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_t + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos +
## ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + threePRate + threePRateD + Adj.T +
## AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Adj.T 1 0.0000000034230 76
## - Op.Ftper 1 0.0000000034232 76
## - nc_elite_sos 1 0.0000000034254 76
## - OpORebper 1 0.0000000034312 76
## - nc_fut_sos 1 0.0000000034335 76
## - nc_cur_sos 1 0.0000000034376 76
## - EliteSOS 1 0.0000000034430 76
## - threePper 1 0.0000000034614 76
## - EffHgt 1 0.0000000034802 76
## - TOVperD 1 0.0000000034813 76
## - Ftper 1 0.0000000034846 76
## - threePRateD 1 0.0000000034909 76
## - AvgHgt 1 0.0000000035060 76
## - adj_o_rk 1 0.0000000035095 76
## - ov_elite_sos 1 0.0000000035160 76
## - PPPDef 1 0.0000000035313 76
## - Talent 1 0.0000000035703 76
## - RawT 1 0.0000000036089 76
## - adj_t 1 0.0000000036119 76
## - FTRateD 1 0.0000000036166 76
## - ov_fut_sos 1 0.0000000036189 76
## - TOVper 1 0.0000000037062 76
## - twoPperD 1 0.0000000037343 76
## - Exp 1 0.0000000037776 76
## - wab 1 0.0000000038348 76
## - Blkper 1 0.0000000038553 76
## - threePperD 1 0.0000000038669 76
## - Astper 1 0.0000000038956 76
## - eFGD. 1 0.0000000039212 76
## - PPPOff 1 0.0000000039339 76
## - Blkedper 1 0.0000000039426 76
## - adj_d 1 0.0000000039651 76
## - twoPper 1 0.0000000039839 76
## - FTRate 1 0.0000000041465 76
## - barthag_rk 1 0.0000000042123 76
## - adj_o 1 0.0000000042935 76
## - threePRate 1 0.0000000043039 76
## - barthag 1 0.0000000044790 76
## <none> 0.0000000034104 78
## + adj_d_rk 1 0.0000000033964 80
## + adj_t_rk 1 0.0000000034076 80
## + OpAstper 1 0.0000000034079 80
## + eFG 1 0.0000000034079 80
## + Orebper 1 0.0000000034097 80## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_t + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos +
## ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + threePRate + threePRateD + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_elite_sos 1 0.0000000034309 74
## - OpORebper 1 0.0000000034398 74
## - Op.Ftper 1 0.0000000034433 74
## - nc_fut_sos 1 0.0000000034437 74
## - nc_cur_sos 1 0.0000000034484 74
## - EliteSOS 1 0.0000000034536 74
## - threePper 1 0.0000000034669 74
## - TOVperD 1 0.0000000034870 74
## - EffHgt 1 0.0000000034874 74
## - Ftper 1 0.0000000034892 74
## - threePRateD 1 0.0000000035010 74
## - ov_elite_sos 1 0.0000000035266 74
## - adj_o_rk 1 0.0000000035304 74
## - AvgHgt 1 0.0000000035325 74
## - PPPDef 1 0.0000000035365 74
## - RawT 1 0.0000000036234 74
## - Talent 1 0.0000000036258 74
## - FTRateD 1 0.0000000036439 74
## - ov_fut_sos 1 0.0000000036498 74
## - TOVper 1 0.0000000037240 74
## - twoPperD 1 0.0000000037544 74
## - Exp 1 0.0000000037778 74
## - adj_t 1 0.0000000038387 74
## - threePperD 1 0.0000000038696 74
## - wab 1 0.0000000038738 74
## - Blkper 1 0.0000000038774 74
## - Astper 1 0.0000000038939 74
## - eFGD. 1 0.0000000039485 74
## - adj_d 1 0.0000000039730 74
## - PPPOff 1 0.0000000040189 74
## - twoPper 1 0.0000000040893 74
## - Blkedper 1 0.0000000041464 74
## - barthag_rk 1 0.0000000042359 74
## - FTRate 1 0.0000000042434 74
## - adj_o 1 0.0000000043292 74
## - barthag 1 0.0000000045699 74
## - threePRate 1 0.0000000045818 74
## <none> 0.0000000034230 76
## + Adj.T 1 0.0000000034104 78
## + adj_d_rk 1 0.0000000034126 78
## + OpAstper 1 0.0000000034198 78
## + Orebper 1 0.0000000034211 78
## + eFG 1 0.0000000034218 78
## + adj_t_rk 1 0.0000000034230 78## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_t + wab + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Op.Ftper 1 0.0000000034483 72
## - nc_fut_sos 1 0.0000000034550 72
## - OpORebper 1 0.0000000034571 72
## - nc_cur_sos 1 0.0000000034593 72
## - threePper 1 0.0000000034710 72
## - EliteSOS 1 0.0000000034920 72
## - EffHgt 1 0.0000000035037 72
## - threePRateD 1 0.0000000035083 72
## - TOVperD 1 0.0000000035316 72
## - AvgHgt 1 0.0000000035387 72
## - adj_o_rk 1 0.0000000035478 72
## - ov_elite_sos 1 0.0000000035478 72
## - Ftper 1 0.0000000035732 72
## - PPPDef 1 0.0000000036128 72
## - FTRateD 1 0.0000000036505 72
## - Talent 1 0.0000000036580 72
## - ov_fut_sos 1 0.0000000036918 72
## - TOVper 1 0.0000000037622 72
## - twoPperD 1 0.0000000037638 72
## - Exp 1 0.0000000038065 72
## - RawT 1 0.0000000038711 72
## - threePperD 1 0.0000000038740 72
## - Astper 1 0.0000000038927 72
## - wab 1 0.0000000038968 72
## - Blkper 1 0.0000000039013 72
## - eFGD. 1 0.0000000040026 72
## - PPPOff 1 0.0000000040307 72
## - adj_d 1 0.0000000040984 72
## - adj_t 1 0.0000000041443 72
## - twoPper 1 0.0000000041529 72
## - barthag_rk 1 0.0000000043368 72
## - Blkedper 1 0.0000000043849 72
## - adj_o 1 0.0000000044822 72
## - FTRate 1 0.0000000045738 72
## - threePRate 1 0.0000000046040 72
## - barthag 1 0.0000000048082 72
## <none> 0.0000000034309 74
## + adj_d_rk 1 0.0000000034197 76
## + nc_elite_sos 1 0.0000000034230 76
## + Adj.T 1 0.0000000034254 76
## + OpAstper 1 0.0000000034273 76
## + Orebper 1 0.0000000034292 76
## + eFG 1 0.0000000034300 76
## + adj_t_rk 1 0.0000000034315 76## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_t + wab + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt +
## Exp + Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_fut_sos 1 0.0000000034726 70
## - threePper 1 0.0000000034761 70
## - nc_cur_sos 1 0.0000000034773 70
## - EliteSOS 1 0.0000000034945 70
## - EffHgt 1 0.0000000035076 70
## - threePRateD 1 0.0000000035128 70
## - ov_elite_sos 1 0.0000000035522 70
## - adj_o_rk 1 0.0000000035573 70
## - Ftper 1 0.0000000035740 70
## - AvgHgt 1 0.0000000035906 70
## - OpORebper 1 0.0000000036439 70
## - ov_fut_sos 1 0.0000000036942 70
## - FTRateD 1 0.0000000037006 70
## - Talent 1 0.0000000037299 70
## - TOVperD 1 0.0000000037737 70
## - TOVper 1 0.0000000037913 70
## - twoPperD 1 0.0000000038209 70
## - Exp 1 0.0000000039021 70
## - Blkper 1 0.0000000039086 70
## - Astper 1 0.0000000039276 70
## - wab 1 0.0000000039390 70
## - RawT 1 0.0000000039415 70
## - threePperD 1 0.0000000039448 70
## - PPPOff 1 0.0000000040434 70
## - PPPDef 1 0.0000000041752 70
## - twoPper 1 0.0000000042009 70
## - adj_d 1 0.0000000042041 70
## - adj_t 1 0.0000000042299 70
## - eFGD. 1 0.0000000042856 70
## - barthag_rk 1 0.0000000043426 70
## - Blkedper 1 0.0000000044037 70
## - adj_o 1 0.0000000044984 70
## - threePRate 1 0.0000000046181 70
## - FTRate 1 0.0000000047484 70
## - barthag 1 0.0000000048280 70
## <none> 0.0000000034483 72
## + Op.Ftper 1 0.0000000034309 74
## + Adj.T 1 0.0000000034348 74
## + adj_d_rk 1 0.0000000034369 74
## + adj_t_rk 1 0.0000000034393 74
## + nc_elite_sos 1 0.0000000034433 74
## + OpAstper 1 0.0000000034454 74
## + Orebper 1 0.0000000034468 74
## + eFG 1 0.0000000034478 74## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=70
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + threePRate + threePRateD + AvgHgt + EffHgt + Exp +
## Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePper 1 0.0000000035020 68
## - EliteSOS 1 0.0000000035197 68
## - EffHgt 1 0.0000000035279 68
## - threePRateD 1 0.0000000035392 68
## - ov_elite_sos 1 0.0000000035788 68
## - adj_o_rk 1 0.0000000035813 68
## - Ftper 1 0.0000000035924 68
## - AvgHgt 1 0.0000000036263 68
## - OpORebper 1 0.0000000036709 68
## - ov_fut_sos 1 0.0000000037164 68
## - FTRateD 1 0.0000000037333 68
## - Talent 1 0.0000000037500 68
## - TOVper 1 0.0000000038063 68
## - TOVperD 1 0.0000000038081 68
## - twoPperD 1 0.0000000038421 68
## - Exp 1 0.0000000039458 68
## - RawT 1 0.0000000039496 68
## - Astper 1 0.0000000039499 68
## - Blkper 1 0.0000000039556 68
## - threePperD 1 0.0000000039626 68
## - wab 1 0.0000000039776 68
## - nc_cur_sos 1 0.0000000040232 68
## - PPPOff 1 0.0000000040763 68
## - twoPper 1 0.0000000042127 68
## - PPPDef 1 0.0000000042152 68
## - adj_d 1 0.0000000042245 68
## - adj_t 1 0.0000000042424 68
## - eFGD. 1 0.0000000043070 68
## - barthag_rk 1 0.0000000043469 68
## - Blkedper 1 0.0000000044124 68
## - adj_o 1 0.0000000045288 68
## - threePRate 1 0.0000000046374 68
## - FTRate 1 0.0000000047847 68
## - barthag 1 0.0000000048401 68
## <none> 0.0000000034726 70
## + nc_fut_sos 1 0.0000000034483 72
## + ov_cur_sos 1 0.0000000034483 72
## + Op.Ftper 1 0.0000000034550 72
## + Adj.T 1 0.0000000034597 72
## + adj_d_rk 1 0.0000000034615 72
## + adj_t_rk 1 0.0000000034644 72
## + nc_elite_sos 1 0.0000000034645 72
## + OpAstper 1 0.0000000034698 72
## + Orebper 1 0.0000000034710 72
## + eFG 1 0.0000000034721 72## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=68
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper +
## threePRate + threePRateD + AvgHgt + EffHgt + Exp + Talent +
## Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EffHgt 1 0.0000000035431 66
## - threePRateD 1 0.0000000035734 66
## - EliteSOS 1 0.0000000035812 66
## - Ftper 1 0.0000000036101 66
## - ov_elite_sos 1 0.0000000036521 66
## - adj_o_rk 1 0.0000000036713 66
## - AvgHgt 1 0.0000000036717 66
## - OpORebper 1 0.0000000037198 66
## - FTRateD 1 0.0000000037522 66
## - Talent 1 0.0000000037640 66
## - ov_fut_sos 1 0.0000000037749 66
## - TOVper 1 0.0000000038355 66
## - twoPperD 1 0.0000000038714 66
## - TOVperD 1 0.0000000039266 66
## - Astper 1 0.0000000039711 66
## - Exp 1 0.0000000039833 66
## - threePperD 1 0.0000000039842 66
## - RawT 1 0.0000000039876 66
## - Blkper 1 0.0000000040148 66
## - wab 1 0.0000000040256 66
## - nc_cur_sos 1 0.0000000040513 66
## - PPPOff 1 0.0000000041119 66
## - twoPper 1 0.0000000042087 66
## - eFGD. 1 0.0000000043340 66
## - adj_t 1 0.0000000043383 66
## - barthag_rk 1 0.0000000043766 66
## - Blkedper 1 0.0000000044383 66
## - adj_d 1 0.0000000044760 66
## - PPPDef 1 0.0000000045063 66
## - threePRate 1 0.0000000046491 66
## - barthag 1 0.0000000048625 66
## - adj_o 1 0.0000000049313 66
## - FTRate 1 0.0000000051283 66
## <none> 0.0000000035020 68
## + eFG 1 0.0000000034724 70
## + Orebper 1 0.0000000034725 70
## + threePper 1 0.0000000034726 70
## + nc_fut_sos 1 0.0000000034761 70
## + ov_cur_sos 1 0.0000000034761 70
## + adj_d_rk 1 0.0000000034874 70
## + adj_t_rk 1 0.0000000034933 70
## + OpAstper 1 0.0000000034947 70
## + Adj.T 1 0.0000000034962 70
## + nc_elite_sos 1 0.0000000034966 70
## + Op.Ftper 1 0.0000000034982 70## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=66
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper +
## threePRate + threePRateD + AvgHgt + Exp + Talent + Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Ftper 1 0.0000000036146 64
## - EliteSOS 1 0.0000000036266 64
## - threePRateD 1 0.0000000036664 64
## - ov_elite_sos 1 0.0000000036745 64
## - adj_o_rk 1 0.0000000036875 64
## - OpORebper 1 0.0000000037353 64
## - ov_fut_sos 1 0.0000000037752 64
## - Talent 1 0.0000000037966 64
## - TOVper 1 0.0000000038403 64
## - AvgHgt 1 0.0000000038596 64
## - FTRateD 1 0.0000000038697 64
## - twoPperD 1 0.0000000039053 64
## - TOVperD 1 0.0000000039443 64
## - Astper 1 0.0000000039774 64
## - Blkper 1 0.0000000040288 64
## - threePperD 1 0.0000000040365 64
## - nc_cur_sos 1 0.0000000040515 64
## - RawT 1 0.0000000040781 64
## - wab 1 0.0000000041174 64
## - PPPOff 1 0.0000000041194 64
## - Exp 1 0.0000000041993 64
## - twoPper 1 0.0000000042410 64
## - eFGD. 1 0.0000000043564 64
## - barthag_rk 1 0.0000000044836 64
## - adj_d 1 0.0000000044906 64
## - PPPDef 1 0.0000000045341 64
## - adj_t 1 0.0000000045566 64
## - threePRate 1 0.0000000046651 64
## - Blkedper 1 0.0000000047053 64
## - adj_o 1 0.0000000049631 64
## - barthag 1 0.0000000050686 64
## - FTRate 1 0.0000000053090 64
## <none> 0.0000000035431 66
## + EffHgt 1 0.0000000035020 68
## + nc_fut_sos 1 0.0000000035224 68
## + ov_cur_sos 1 0.0000000035224 68
## + adj_d_rk 1 0.0000000035261 68
## + threePper 1 0.0000000035279 68
## + eFG 1 0.0000000035288 68
## + Orebper 1 0.0000000035290 68
## + nc_elite_sos 1 0.0000000035331 68
## + OpAstper 1 0.0000000035397 68
## + Adj.T 1 0.0000000035418 68
## + Op.Ftper 1 0.0000000035425 68
## + adj_t_rk 1 0.0000000035432 68## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=64
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper +
## threePRate + threePRateD + AvgHgt + Exp + Talent + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRateD 1 0.0000000036999 62
## - adj_o_rk 1 0.0000000037141 62
## - ov_fut_sos 1 0.0000000037709 62
## - ov_elite_sos 1 0.0000000037786 62
## - EliteSOS 1 0.0000000037854 62
## - OpORebper 1 0.0000000038198 62
## - TOVper 1 0.0000000038397 62
## - AvgHgt 1 0.0000000038750 62
## - twoPperD 1 0.0000000039106 62
## - Talent 1 0.0000000039515 62
## - FTRateD 1 0.0000000039515 62
## - TOVperD 1 0.0000000039803 62
## - threePperD 1 0.0000000040649 62
## - RawT 1 0.0000000041062 62
## - wab 1 0.0000000041097 62
## - Blkper 1 0.0000000041146 62
## - PPPOff 1 0.0000000041201 62
## - Astper 1 0.0000000041651 62
## - nc_cur_sos 1 0.0000000041994 62
## - Exp 1 0.0000000042306 62
## - eFGD. 1 0.0000000043569 62
## - twoPper 1 0.0000000043642 62
## - barthag_rk 1 0.0000000044945 62
## - adj_d 1 0.0000000044945 62
## - PPPDef 1 0.0000000045517 62
## - adj_t 1 0.0000000045643 62
## - Blkedper 1 0.0000000047469 62
## - threePRate 1 0.0000000048742 62
## - adj_o 1 0.0000000049864 62
## - barthag 1 0.0000000051110 62
## - FTRate 1 0.0000000054173 62
## <none> 0.0000000036146 64
## + Ftper 1 0.0000000035431 66
## + Orebper 1 0.0000000035697 66
## + nc_elite_sos 1 0.0000000035729 66
## + adj_d_rk 1 0.0000000035881 66
## + nc_fut_sos 1 0.0000000035949 66
## + ov_cur_sos 1 0.0000000035949 66
## + threePper 1 0.0000000035988 66
## + eFG 1 0.0000000035991 66
## + adj_t_rk 1 0.0000000036056 66
## + OpAstper 1 0.0000000036094 66
## + EffHgt 1 0.0000000036101 66
## + Adj.T 1 0.0000000036116 66
## + Op.Ftper 1 0.0000000036141 66## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=62
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_t + wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. +
## FTRate + FTRateD + TOVper + TOVperD + OpORebper + RawT +
## twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper +
## threePRate + AvgHgt + Exp + Talent + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o_rk 1 0.0000000038186 60
## - EliteSOS 1 0.0000000038484 60
## - ov_elite_sos 1 0.0000000038696 60
## - ov_fut_sos 1 0.0000000038968 60
## - OpORebper 1 0.0000000039527 60
## - twoPperD 1 0.0000000039643 60
## - FTRateD 1 0.0000000039810 60
## - AvgHgt 1 0.0000000039994 60
## - TOVper 1 0.0000000040003 60
## - Talent 1 0.0000000040626 60
## - TOVperD 1 0.0000000040868 60
## - RawT 1 0.0000000041086 60
## - PPPOff 1 0.0000000041627 60
## - Blkper 1 0.0000000041844 60
## - nc_cur_sos 1 0.0000000042052 60
## - threePperD 1 0.0000000042253 60
## - wab 1 0.0000000042511 60
## - Astper 1 0.0000000043589 60
## - barthag_rk 1 0.0000000044876 60
## - adj_d 1 0.0000000044994 60
## - Exp 1 0.0000000045314 60
## - adj_t 1 0.0000000045969 60
## - eFGD. 1 0.0000000046047 60
## - PPPDef 1 0.0000000047366 60
## - threePRate 1 0.0000000048778 60
## - twoPper 1 0.0000000049214 60
## - adj_o 1 0.0000000050546 60
## - barthag 1 0.0000000050986 60
## - Blkedper 1 0.0000000051020 60
## - FTRate 1 0.0000000054590 60
## <none> 0.0000000036999 62
## + threePRateD 1 0.0000000036146 64
## + nc_elite_sos 1 0.0000000036458 64
## + Ftper 1 0.0000000036664 64
## + adj_t_rk 1 0.0000000036744 64
## + adj_d_rk 1 0.0000000036759 64
## + Orebper 1 0.0000000036767 64
## + nc_fut_sos 1 0.0000000036785 64
## + ov_cur_sos 1 0.0000000036785 64
## + threePper 1 0.0000000036831 64
## + eFG 1 0.0000000036837 64
## + OpAstper 1 0.0000000036889 64
## + Adj.T 1 0.0000000036904 64
## + Op.Ftper 1 0.0000000036964 64
## + EffHgt 1 0.0000000036998 64## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=60
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t +
## wab + nc_cur_sos + ov_elite_sos + ov_fut_sos + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + OpORebper + RawT + twoPper +
## twoPperD + threePperD + Blkper + Blkedper + Astper + threePRate +
## AvgHgt + Exp + Talent + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - ov_fut_sos 1 0.0000000039471 58
## - ov_elite_sos 1 0.0000000039911 58
## - twoPperD 1 0.0000000040038 58
## - EliteSOS 1 0.0000000040160 58
## - AvgHgt 1 0.0000000040493 58
## - FTRateD 1 0.0000000040707 58
## - OpORebper 1 0.0000000040804 58
## - TOVper 1 0.0000000041198 58
## - Talent 1 0.0000000041515 58
## - PPPOff 1 0.0000000041735 58
## - RawT 1 0.0000000042092 58
## - TOVperD 1 0.0000000042102 58
## - threePperD 1 0.0000000042221 58
## - nc_cur_sos 1 0.0000000042345 58
## - wab 1 0.0000000042731 58
## - Blkper 1 0.0000000042956 58
## - Astper 1 0.0000000043925 58
## - barthag_rk 1 0.0000000045495 58
## - Exp 1 0.0000000045650 58
## - adj_d 1 0.0000000046049 58
## - eFGD. 1 0.0000000046106 58
## - adj_t 1 0.0000000046234 58
## - threePRate 1 0.0000000049595 58
## - twoPper 1 0.0000000049862 58
## - PPPDef 1 0.0000000051036 58
## - barthag 1 0.0000000051234 58
## - Blkedper 1 0.0000000052431 58
## - adj_o 1 0.0000000052476 58
## - FTRate 1 0.0000000058554 58
## <none> 0.0000000038186 60
## + adj_o_rk 1 0.0000000036999 62
## + threePRateD 1 0.0000000037141 62
## + Orebper 1 0.0000000037511 62
## + nc_elite_sos 1 0.0000000037698 62
## + Ftper 1 0.0000000037843 62
## + eFG 1 0.0000000037931 62
## + nc_fut_sos 1 0.0000000037968 62
## + ov_cur_sos 1 0.0000000037968 62
## + adj_d_rk 1 0.0000000038003 62
## + threePper 1 0.0000000038065 62
## + Op.Ftper 1 0.0000000038130 62
## + Adj.T 1 0.0000000038131 62
## + OpAstper 1 0.0000000038138 62
## + EffHgt 1 0.0000000038169 62
## + adj_t_rk 1 0.0000000038171 62## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=58
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t +
## wab + nc_cur_sos + ov_elite_sos + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + OpORebper + RawT + twoPper + twoPperD +
## threePperD + Blkper + Blkedper + Astper + threePRate + AvgHgt +
## Exp + Talent + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - ov_elite_sos 1 0.0000000039961 56
## - FTRateD 1 0.0000000040569 56
## - EliteSOS 1 0.0000000040586 56
## - twoPperD 1 0.0000000041560 56
## - PPPOff 1 0.0000000042133 56
## - RawT 1 0.0000000042332 56
## - Talent 1 0.0000000042434 56
## - TOVper 1 0.0000000042484 56
## - wab 1 0.0000000043727 56
## - AvgHgt 1 0.0000000043970 56
## - threePperD 1 0.0000000044388 56
## - OpORebper 1 0.0000000044610 56
## - nc_cur_sos 1 0.0000000044641 56
## - Blkper 1 0.0000000045169 56
## - adj_d 1 0.0000000046151 56
## - Exp 1 0.0000000046181 56
## - barthag_rk 1 0.0000000046932 56
## - adj_t 1 0.0000000046980 56
## - TOVperD 1 0.0000000047736 56
## - eFGD. 1 0.0000000049082 56
## - Astper 1 0.0000000049364 56
## - twoPper 1 0.0000000049907 56
## - barthag 1 0.0000000051708 56
## - adj_o 1 0.0000000053279 56
## - threePRate 1 0.0000000053738 56
## - Blkedper 1 0.0000000054163 56
## - PPPDef 1 0.0000000056867 56
## - FTRate 1 0.0000000060583 56
## <none> 0.0000000039471 58
## + threePRateD 1 0.0000000037781 60
## + ov_fut_sos 1 0.0000000038186 60
## + ov_cur_sos 1 0.0000000038233 60
## + Orebper 1 0.0000000038587 60
## + eFG 1 0.0000000038655 60
## + threePper 1 0.0000000038867 60
## + Op.Ftper 1 0.0000000038887 60
## + adj_o_rk 1 0.0000000038968 60
## + nc_fut_sos 1 0.0000000039242 60
## + nc_elite_sos 1 0.0000000039347 60
## + OpAstper 1 0.0000000039372 60
## + Adj.T 1 0.0000000039389 60
## + adj_t_rk 1 0.0000000039401 60
## + adj_d_rk 1 0.0000000039436 60
## + EffHgt 1 0.0000000039461 60
## + Ftper 1 0.0000000039544 60## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=56
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t +
## wab + nc_cur_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## OpORebper + RawT + twoPper + twoPperD + threePperD + Blkper +
## Blkedper + Astper + threePRate + AvgHgt + Exp + Talent +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRateD 1 0.0000000041059 54
## - EliteSOS 1 0.0000000041287 54
## - PPPOff 1 0.0000000042312 54
## - Talent 1 0.0000000042618 54
## - TOVper 1 0.0000000042744 54
## - twoPperD 1 0.0000000043046 54
## - RawT 1 0.0000000043431 54
## - wab 1 0.0000000043932 54
## - AvgHgt 1 0.0000000044097 54
## - OpORebper 1 0.0000000044671 54
## - nc_cur_sos 1 0.0000000045091 54
## - threePperD 1 0.0000000045335 54
## - Blkper 1 0.0000000045805 54
## - Exp 1 0.0000000046229 54
## - adj_d 1 0.0000000046528 54
## - barthag_rk 1 0.0000000047419 54
## - TOVperD 1 0.0000000047823 54
## - adj_t 1 0.0000000048021 54
## - Astper 1 0.0000000049875 54
## - twoPper 1 0.0000000050815 54
## - eFGD. 1 0.0000000051890 54
## - barthag 1 0.0000000051906 54
## - adj_o 1 0.0000000053342 54
## - threePRate 1 0.0000000055531 54
## - PPPDef 1 0.0000000057057 54
## - Blkedper 1 0.0000000060633 54
## - FTRate 1 0.0000000061059 54
## <none> 0.0000000039961 56
## + Orebper 1 0.0000000038655 58
## + threePRateD 1 0.0000000038819 58
## + eFG 1 0.0000000038986 58
## + adj_o_rk 1 0.0000000039089 58
## + threePper 1 0.0000000039098 58
## + Op.Ftper 1 0.0000000039379 58
## + ov_elite_sos 1 0.0000000039471 58
## + Adj.T 1 0.0000000039581 58
## + adj_d_rk 1 0.0000000039707 58
## + Ftper 1 0.0000000039714 58
## + nc_fut_sos 1 0.0000000039785 58
## + EffHgt 1 0.0000000039861 58
## + ov_fut_sos 1 0.0000000039911 58
## + OpAstper 1 0.0000000039911 58
## + adj_t_rk 1 0.0000000039914 58
## + ov_cur_sos 1 0.0000000039914 58
## + nc_elite_sos 1 0.0000000039952 58## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=54
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t +
## wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper +
## RawT + twoPper + twoPperD + threePperD + Blkper + Blkedper +
## Astper + threePRate + AvgHgt + Exp + Talent + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EliteSOS 1 0.0000000041715 52
## - Talent 1 0.0000000042799 52
## - PPPOff 1 0.0000000042902 52
## - RawT 1 0.0000000043633 52
## - TOVper 1 0.0000000043951 52
## - wab 1 0.0000000043970 52
## - twoPperD 1 0.0000000044249 52
## - AvgHgt 1 0.0000000044559 52
## - threePperD 1 0.0000000045740 52
## - nc_cur_sos 1 0.0000000046322 52
## - Blkper 1 0.0000000046841 52
## - adj_d 1 0.0000000047333 52
## - OpORebper 1 0.0000000047420 52
## - barthag_rk 1 0.0000000047424 52
## - adj_t 1 0.0000000048364 52
## - Exp 1 0.0000000049321 52
## - Astper 1 0.0000000049918 52
## - barthag 1 0.0000000051957 52
## - twoPper 1 0.0000000052563 52
## - adj_o 1 0.0000000053397 52
## - threePRate 1 0.0000000055712 52
## - eFGD. 1 0.0000000056262 52
## - TOVperD 1 0.0000000060350 52
## - Blkedper 1 0.0000000061570 52
## - FTRate 1 0.0000000063738 52
## - PPPDef 1 0.0000000072191 52
## <none> 0.0000000041059 54
## + Op.Ftper 1 0.0000000039493 56
## + FTRateD 1 0.0000000039961 56
## + Ftper 1 0.0000000040061 56
## + adj_o_rk 1 0.0000000040215 56
## + ov_elite_sos 1 0.0000000040569 56
## + threePRateD 1 0.0000000040578 56
## + nc_elite_sos 1 0.0000000040645 56
## + Orebper 1 0.0000000040774 56
## + adj_t_rk 1 0.0000000040878 56
## + nc_fut_sos 1 0.0000000040884 56
## + ov_cur_sos 1 0.0000000040885 56
## + ov_fut_sos 1 0.0000000040898 56
## + adj_d_rk 1 0.0000000040905 56
## + threePper 1 0.0000000040911 56
## + eFG 1 0.0000000040920 56
## + EffHgt 1 0.0000000040957 56
## + Adj.T 1 0.0000000040967 56
## + OpAstper 1 0.0000000040980 56## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=52
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t +
## wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper +
## RawT + twoPper + twoPperD + threePperD + Blkper + Blkedper +
## Astper + threePRate + AvgHgt + Exp + Talent + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - PPPOff 1 0.0000000043002 50
## - Talent 1 0.0000000043470 50
## - RawT 1 0.0000000043766 50
## - AvgHgt 1 0.0000000044819 50
## - twoPperD 1 0.0000000045695 50
## - TOVper 1 0.0000000046117 50
## - threePperD 1 0.0000000047220 50
## - Blkper 1 0.0000000047332 50
## - adj_d 1 0.0000000047520 50
## - wab 1 0.0000000047843 50
## - OpORebper 1 0.0000000047944 50
## - nc_cur_sos 1 0.0000000048252 50
## - barthag_rk 1 0.0000000049416 50
## - adj_t 1 0.0000000049731 50
## - Astper 1 0.0000000050054 50
## - Exp 1 0.0000000051918 50
## - barthag 1 0.0000000054594 50
## - threePRate 1 0.0000000056076 50
## - twoPper 1 0.0000000056762 50
## - TOVperD 1 0.0000000060517 50
## - adj_o 1 0.0000000060609 50
## - eFGD. 1 0.0000000061848 50
## - Blkedper 1 0.0000000062108 50
## - FTRate 1 0.0000000068695 50
## - PPPDef 1 0.0000000072026 50
## <none> 0.0000000041715 52
## + Op.Ftper 1 0.0000000040349 54
## + adj_o_rk 1 0.0000000040475 54
## + EliteSOS 1 0.0000000041059 54
## + Ftper 1 0.0000000041236 54
## + FTRateD 1 0.0000000041287 54
## + Orebper 1 0.0000000041366 54
## + nc_elite_sos 1 0.0000000041388 54
## + adj_t_rk 1 0.0000000041432 54
## + threePRateD 1 0.0000000041453 54
## + ov_elite_sos 1 0.0000000041459 54
## + threePper 1 0.0000000041521 54
## + nc_fut_sos 1 0.0000000041533 54
## + eFG 1 0.0000000041534 54
## + Adj.T 1 0.0000000041625 54
## + adj_d_rk 1 0.0000000041661 54
## + EffHgt 1 0.0000000041690 54
## + ov_fut_sos 1 0.0000000041708 54
## + OpAstper 1 0.0000000041711 54
## + ov_cur_sos 1 0.0000000041724 54## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=50
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t +
## wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper +
## RawT + twoPper + twoPperD + threePperD + Blkper + Blkedper +
## Astper + threePRate + AvgHgt + Exp + Talent + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - RawT 1 0.0000000045628 48
## - AvgHgt 1 0.0000000045733 48
## - twoPperD 1 0.0000000045778 48
## - threePperD 1 0.0000000047182 48
## - Blkper 1 0.0000000047411 48
## - Talent 1 0.0000000047806 48
## - wab 1 0.0000000047973 48
## - TOVper 1 0.0000000048054 48
## - adj_d 1 0.0000000048401 48
## - barthag_rk 1 0.0000000049458 48
## - Exp 1 0.0000000053161 48
## - adj_t 1 0.0000000053316 48
## - OpORebper 1 0.0000000054345 48
## - barthag 1 0.0000000054722 48
## - threePRate 1 0.0000000056523 48
## - nc_cur_sos 1 0.0000000056555 48
## - twoPper 1 0.0000000057291 48
## - Astper 1 0.0000000058680 48
## - eFGD. 1 0.0000000061790 48
## - Blkedper 1 0.0000000062534 48
## - adj_o 1 0.0000000066814 48
## - FTRate 1 0.0000000070507 48
## - TOVperD 1 0.0000000072229 48
## - PPPDef 1 0.0000000082224 48
## <none> 0.0000000043002 50
## + Op.Ftper 1 0.0000000041699 52
## + Orebper 1 0.0000000041711 52
## + PPPOff 1 0.0000000041715 52
## + adj_d_rk 1 0.0000000041797 52
## + Ftper 1 0.0000000042017 52
## + adj_t_rk 1 0.0000000042314 52
## + threePRateD 1 0.0000000042354 52
## + FTRateD 1 0.0000000042366 52
## + Adj.T 1 0.0000000042632 52
## + EffHgt 1 0.0000000042654 52
## + ov_elite_sos 1 0.0000000042797 52
## + nc_fut_sos 1 0.0000000042801 52
## + OpAstper 1 0.0000000042820 52
## + threePper 1 0.0000000042867 52
## + nc_elite_sos 1 0.0000000042875 52
## + ov_cur_sos 1 0.0000000042899 52
## + ov_fut_sos 1 0.0000000042901 52
## + EliteSOS 1 0.0000000042902 52
## + eFG 1 0.0000000042902 52
## + adj_o_rk 1 0.0000000042936 52## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=48
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t +
## wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper +
## twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper +
## threePRate + AvgHgt + Exp + Talent + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - AvgHgt 1 0.0000000047786 46
## - twoPperD 1 0.0000000048896 46
## - Talent 1 0.0000000049869 46
## - threePperD 1 0.0000000050506 46
## - wab 1 0.0000000051394 46
## - barthag_rk 1 0.0000000051592 46
## - TOVper 1 0.0000000051651 46
## - Blkper 1 0.0000000051937 46
## - adj_d 1 0.0000000052105 46
## - barthag 1 0.0000000056582 46
## - twoPper 1 0.0000000057996 46
## - threePRate 1 0.0000000059548 46
## - Astper 1 0.0000000061707 46
## - Exp 1 0.0000000062935 46
## - Blkedper 1 0.0000000063107 46
## - nc_cur_sos 1 0.0000000063345 46
## - eFGD. 1 0.0000000066850 46
## - OpORebper 1 0.0000000067151 46
## - adj_o 1 0.0000000067152 46
## - adj_t 1 0.0000000068923 46
## - FTRate 1 0.0000000089177 46
## - PPPDef 1 0.0000000107276 46
## - TOVperD 1 0.0000000128465 46
## <none> 0.0000000045628 48
## + Orebper 1 0.0000000042285 50
## + RawT 1 0.0000000043002 50
## + PPPOff 1 0.0000000043766 50
## + threePper 1 0.0000000044218 50
## + eFG 1 0.0000000044307 50
## + EffHgt 1 0.0000000044327 50
## + adj_t_rk 1 0.0000000044848 50
## + ov_elite_sos 1 0.0000000044908 50
## + OpAstper 1 0.0000000045188 50
## + threePRateD 1 0.0000000045241 50
## + Ftper 1 0.0000000045263 50
## + EliteSOS 1 0.0000000045288 50
## + adj_d_rk 1 0.0000000045335 50
## + nc_fut_sos 1 0.0000000045446 50
## + Op.Ftper 1 0.0000000045461 50
## + nc_elite_sos 1 0.0000000045489 50
## + adj_o_rk 1 0.0000000045494 50
## + ov_fut_sos 1 0.0000000045594 50
## + FTRateD 1 0.0000000045595 50
## + ov_cur_sos 1 0.0000000045596 50
## + Adj.T 1 0.0000000045758 50## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=46
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t +
## wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper +
## twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper +
## threePRate + Exp + Talent + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Talent 1 0.0000000052424 44
## - Blkper 1 0.0000000052613 44
## - wab 1 0.0000000052811 44
## - barthag_rk 1 0.0000000052835 44
## - TOVper 1 0.0000000052971 44
## - adj_d 1 0.0000000056288 44
## - barthag 1 0.0000000057322 44
## - twoPperD 1 0.0000000058805 44
## - twoPper 1 0.0000000060437 44
## - threePRate 1 0.0000000060657 44
## - Astper 1 0.0000000062068 44
## - threePperD 1 0.0000000064725 44
## - nc_cur_sos 1 0.0000000065129 44
## - adj_o 1 0.0000000067252 44
## - OpORebper 1 0.0000000067602 44
## - Exp 1 0.0000000067957 44
## - Blkedper 1 0.0000000069216 44
## - adj_t 1 0.0000000071296 44
## - eFGD. 1 0.0000000083411 44
## - PPPDef 1 0.0000000108802 44
## - FTRate 1 0.0000000111793 44
## - TOVperD 1 0.0000000135750 44
## <none> 0.0000000047786 46
## + eFG 1 0.0000000045186 48
## + threePper 1 0.0000000045228 48
## + AvgHgt 1 0.0000000045628 48
## + RawT 1 0.0000000045733 48
## + Orebper 1 0.0000000045908 48
## + Adj.T 1 0.0000000046806 48
## + ov_elite_sos 1 0.0000000047081 48
## + EliteSOS 1 0.0000000047155 48
## + nc_elite_sos 1 0.0000000047177 48
## + OpAstper 1 0.0000000047389 48
## + adj_t_rk 1 0.0000000047451 48
## + EffHgt 1 0.0000000047519 48
## + nc_fut_sos 1 0.0000000047530 48
## + adj_d_rk 1 0.0000000047540 48
## + Op.Ftper 1 0.0000000047563 48
## + ov_fut_sos 1 0.0000000047641 48
## + ov_cur_sos 1 0.0000000047652 48
## + Ftper 1 0.0000000047721 48
## + FTRateD 1 0.0000000047727 48
## + adj_o_rk 1 0.0000000047729 48
## + PPPOff 1 0.0000000047760 48
## + threePRateD 1 0.0000000047783 48## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=44
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_t +
## wab + nc_cur_sos + eFGD. + FTRate + TOVper + TOVperD + OpORebper +
## twoPper + twoPperD + threePperD + Blkper + Blkedper + Astper +
## threePRate + Exp + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag_rk 1 0.0000000057046 42
## - adj_d 1 0.0000000057339 42
## - Blkper 1 0.0000000058185 42
## - barthag 1 0.0000000059174 42
## - TOVper 1 0.0000000060019 42
## - wab 1 0.0000000060981 42
## - twoPper 1 0.0000000061098 42
## - threePRate 1 0.0000000062333 42
## - twoPperD 1 0.0000000065528 42
## - nc_cur_sos 1 0.0000000068070 42
## - threePperD 1 0.0000000068865 42
## - Astper 1 0.0000000070868 42
## - adj_t 1 0.0000000072581 42
## - adj_o 1 0.0000000073433 42
## - Exp 1 0.0000000080767 42
## - Blkedper 1 0.0000000082951 42
## - OpORebper 1 0.0000000095962 42
## - eFGD. 1 0.0000000096080 42
## - PPPDef 1 0.0000000114993 42
## - FTRate 1 0.0000000138129 42
## - TOVperD 1 0.0000000181122 42
## <none> 0.0000000052424 44
## + Talent 1 0.0000000047786 46
## + AvgHgt 1 0.0000000049869 46
## + EliteSOS 1 0.0000000050177 46
## + RawT 1 0.0000000050435 46
## + Orebper 1 0.0000000050557 46
## + ov_elite_sos 1 0.0000000050815 46
## + Adj.T 1 0.0000000051029 46
## + EffHgt 1 0.0000000051201 46
## + eFG 1 0.0000000051730 46
## + adj_d_rk 1 0.0000000051755 46
## + nc_elite_sos 1 0.0000000051834 46
## + adj_t_rk 1 0.0000000052011 46
## + threePper 1 0.0000000052029 46
## + adj_o_rk 1 0.0000000052085 46
## + Op.Ftper 1 0.0000000052144 46
## + FTRateD 1 0.0000000052167 46
## + OpAstper 1 0.0000000052175 46
## + nc_fut_sos 1 0.0000000052183 46
## + ov_cur_sos 1 0.0000000052183 46
## + ov_fut_sos 1 0.0000000052189 46
## + PPPOff 1 0.0000000052330 46
## + threePRateD 1 0.0000000052384 46
## + Ftper 1 0.0000000052417 46## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=42
## conf_winner ~ barthag + adj_o + adj_d + adj_t + wab + nc_cur_sos +
## eFGD. + FTRate + TOVper + TOVperD + OpORebper + twoPper +
## twoPperD + threePperD + Blkper + Blkedper + Astper + threePRate +
## Exp + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d 1 0.0000000060320 40
## - wab 1 0.0000000062698 40
## - TOVper 1 0.0000000063860 40
## - Blkper 1 0.0000000063988 40
## - barthag 1 0.0000000064433 40
## - twoPper 1 0.0000000064931 40
## - threePRate 1 0.0000000065422 40
## - twoPperD 1 0.0000000068936 40
## - threePperD 1 0.0000000072296 40
## - adj_o 1 0.0000000073495 40
## - Astper 1 0.0000000077066 40
## - adj_t 1 0.0000000082619 40
## - Blkedper 1 0.0000000082971 40
## - nc_cur_sos 1 0.0000000083692 40
## - Exp 1 0.0000000088778 40
## - OpORebper 1 0.0000000096102 40
## - eFGD. 1 0.0000000102030 40
## - PPPDef 1 0.0000000120741 40
## - FTRate 1 0.0000000139101 40
## - TOVperD 1 0.0000000192002 40
## <none> 0.0000000057046 42
## + barthag_rk 1 0.0000000052424 44
## + Talent 1 0.0000000052835 44
## + adj_d_rk 1 0.0000000053622 44
## + Orebper 1 0.0000000054213 44
## + eFG 1 0.0000000054472 44
## + Adj.T 1 0.0000000054609 44
## + RawT 1 0.0000000054655 44
## + AvgHgt 1 0.0000000054723 44
## + ov_elite_sos 1 0.0000000055559 44
## + adj_o_rk 1 0.0000000055567 44
## + threePper 1 0.0000000055570 44
## + EliteSOS 1 0.0000000055730 44
## + Ftper 1 0.0000000055823 44
## + Op.Ftper 1 0.0000000056050 44
## + threePRateD 1 0.0000000056081 44
## + EffHgt 1 0.0000000056128 44
## + nc_elite_sos 1 0.0000000056149 44
## + FTRateD 1 0.0000000056544 44
## + PPPOff 1 0.0000000056760 44
## + ov_cur_sos 1 0.0000000056787 44
## + ov_fut_sos 1 0.0000000056791 44
## + nc_fut_sos 1 0.0000000056813 44
## + OpAstper 1 0.0000000056821 44
## + adj_t_rk 1 0.0000000056969 44## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=40
## conf_winner ~ barthag + adj_o + adj_t + wab + nc_cur_sos + eFGD. +
## FTRate + TOVper + TOVperD + OpORebper + twoPper + twoPperD +
## threePperD + Blkper + Blkedper + Astper + threePRate + Exp +
## PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - wab 1 0.0000000063990 38
## - barthag 1 0.0000000064495 38
## - TOVper 1 0.0000000064759 38
## - Blkper 1 0.0000000068035 38
## - twoPperD 1 0.0000000069704 38
## - twoPper 1 0.0000000072479 38
## - threePperD 1 0.0000000072798 38
## - Astper 1 0.0000000077526 38
## - adj_o 1 0.0000000078535 38
## - threePRate 1 0.0000000082081 38
## - Blkedper 1 0.0000000083017 38
## - adj_t 1 0.0000000089553 38
## - Exp 1 0.0000000089973 38
## - eFGD. 1 0.0000000102426 38
## - OpORebper 1 0.0000000106909 38
## - nc_cur_sos 1 0.0000000125976 38
## - FTRate 1 0.0000000140591 38
## - PPPDef 1 0.0000000145097 38
## - TOVperD 1 0.0000000194963 38
## <none> 0.0000000060320 40
## + AvgHgt 1 0.0000000055546 42
## + adj_d 1 0.0000000057046 42
## + barthag_rk 1 0.0000000057339 42
## + eFG 1 0.0000000057503 42
## + Adj.T 1 0.0000000058283 42
## + threePper 1 0.0000000058307 42
## + PPPOff 1 0.0000000059020 42
## + RawT 1 0.0000000059052 42
## + Op.Ftper 1 0.0000000059375 42
## + Orebper 1 0.0000000059427 42
## + Talent 1 0.0000000059483 42
## + nc_elite_sos 1 0.0000000059955 42
## + FTRateD 1 0.0000000059988 42
## + ov_elite_sos 1 0.0000000060038 42
## + EliteSOS 1 0.0000000060046 42
## + OpAstper 1 0.0000000060102 42
## + nc_fut_sos 1 0.0000000060152 42
## + EffHgt 1 0.0000000060163 42
## + adj_o_rk 1 0.0000000060168 42
## + Ftper 1 0.0000000060225 42
## + threePRateD 1 0.0000000060234 42
## + adj_d_rk 1 0.0000000060234 42
## + ov_fut_sos 1 0.0000000060239 42
## + ov_cur_sos 1 0.0000000060252 42
## + adj_t_rk 1 0.0000000060310 42## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=38
## conf_winner ~ barthag + adj_o + adj_t + nc_cur_sos + eFGD. +
## FTRate + TOVper + TOVperD + OpORebper + twoPper + twoPperD +
## threePperD + Blkper + Blkedper + Astper + threePRate + Exp +
## PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - TOVper 1 0.000000006642 36
## - barthag 1 0.000000006716 36
## - Blkper 1 0.000000007516 36
## - Astper 1 0.000000008078 36
## - twoPperD 1 0.000000008255 36
## - threePperD 1 0.000000008490 36
## - adj_t 1 0.000000009330 36
## - adj_o 1 0.000000009630 36
## - twoPper 1 0.000000010689 36
## - threePRate 1 0.000000010765 36
## - Exp 1 0.000000011063 36
## - OpORebper 1 0.000000011104 36
## - Blkedper 1 0.000000011591 36
## - eFGD. 1 0.000000014660 36
## - nc_cur_sos 1 0.000000016447 36
## - FTRate 1 0.000000018764 36
## - PPPDef 1 0.000000019069 36
## - TOVperD 1 0.000000033462 36
## <none> 0.000000006399 38
## + AvgHgt 1 0.000000006015 40
## + wab 1 0.000000006032 40
## + EliteSOS 1 0.000000006158 40
## + ov_elite_sos 1 0.000000006203 40
## + ov_cur_sos 1 0.000000006212 40
## + ov_fut_sos 1 0.000000006213 40
## + RawT 1 0.000000006266 40
## + adj_d 1 0.000000006270 40
## + Op.Ftper 1 0.000000006289 40
## + PPPOff 1 0.000000006341 40
## + Ftper 1 0.000000006354 40
## + adj_d_rk 1 0.000000006364 40
## + Orebper 1 0.000000006367 40
## + nc_fut_sos 1 0.000000006382 40
## + adj_o_rk 1 0.000000006382 40
## + threePRateD 1 0.000000006386 40
## + Talent 1 0.000000006388 40
## + adj_t_rk 1 0.000000006390 40
## + EffHgt 1 0.000000006396 40
## + Adj.T 1 0.000000006398 40
## + OpAstper 1 0.000000006404 40
## + FTRateD 1 0.000000006406 40
## + nc_elite_sos 1 0.000000006407 40
## + barthag_rk 1 0.000000006411 40
## + threePper 1 0.000000006423 40
## + eFG 1 0.000000006428 40## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=36
## conf_winner ~ barthag + adj_o + adj_t + nc_cur_sos + eFGD. +
## FTRate + TOVperD + OpORebper + twoPper + twoPperD + threePperD +
## Blkper + Blkedper + Astper + threePRate + Exp + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag 1 0.000000006989 34
## - twoPperD 1 0.000000008208 34
## - threePperD 1 0.000000008756 34
## - Blkper 1 0.000000009243 34
## - adj_t 1 0.000000009902 34
## - twoPper 1 0.000000010690 34
## - Astper 1 0.000000011127 34
## - OpORebper 1 0.000000011473 34
## - Exp 1 0.000000011503 34
## - threePRate 1 0.000000012013 34
## - Blkedper 1 0.000000012481 34
## - adj_o 1 0.000000013623 34
## - eFGD. 1 0.000000014975 34
## - FTRate 1 0.000000020904 34
## - nc_cur_sos 1 0.000000022924 34
## - PPPDef 1 0.000000032978 34
## - TOVperD 1 0.000000040096 34
## <none> 0.000000006642 36
## + ov_elite_sos 1 0.000000006308 38
## + EliteSOS 1 0.000000006322 38
## + TOVper 1 0.000000006399 38
## + ov_fut_sos 1 0.000000006427 38
## + ov_cur_sos 1 0.000000006427 38
## + EffHgt 1 0.000000006447 38
## + Orebper 1 0.000000006461 38
## + wab 1 0.000000006476 38
## + RawT 1 0.000000006487 38
## + adj_d 1 0.000000006501 38
## + threePRateD 1 0.000000006520 38
## + Ftper 1 0.000000006544 38
## + AvgHgt 1 0.000000006562 38
## + eFG 1 0.000000006569 38
## + threePper 1 0.000000006575 38
## + nc_elite_sos 1 0.000000006579 38
## + FTRateD 1 0.000000006596 38
## + adj_t_rk 1 0.000000006599 38
## + adj_d_rk 1 0.000000006611 38
## + adj_o_rk 1 0.000000006615 38
## + PPPOff 1 0.000000006617 38
## + Op.Ftper 1 0.000000006621 38
## + nc_fut_sos 1 0.000000006629 38
## + Talent 1 0.000000006629 38
## + OpAstper 1 0.000000006638 38
## + Adj.T 1 0.000000006641 38
## + barthag_rk 1 0.000000006657 38## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=34
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD +
## OpORebper + twoPper + twoPperD + threePperD + Blkper + Blkedper +
## Astper + threePRate + Exp + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPperD 1 0.00 32.00
## - threePperD 1 0.00 32.00
## - Blkper 1 0.00 32.00
## - adj_t 1 0.00 32.00
## - Astper 1 0.00 32.00
## - twoPper 1 0.00 32.00
## - OpORebper 1 0.00 32.00
## - Exp 1 0.00 32.00
## - threePRate 1 0.00 32.00
## - Blkedper 1 0.00 32.00
## - eFGD. 1 0.00 32.00
## - FTRate 1 0.00 32.00
## - nc_cur_sos 1 0.00 32.00
## - PPPDef 1 0.00 32.00
## - TOVperD 1 0.00 32.00
## <none> 0.00 34.00
## + barthag_rk 1 0.00 36.00
## + barthag 1 0.00 36.00
## + TOVper 1 0.00 36.00
## + ov_elite_sos 1 0.00 36.00
## + EliteSOS 1 0.00 36.00
## + EffHgt 1 0.00 36.00
## + adj_o_rk 1 0.00 36.00
## + wab 1 0.00 36.00
## + threePRateD 1 0.00 36.00
## + Orebper 1 0.00 36.00
## + ov_fut_sos 1 0.00 36.00
## + ov_cur_sos 1 0.00 36.00
## + PPPOff 1 0.00 36.00
## + adj_d_rk 1 0.00 36.00
## + Ftper 1 0.00 36.00
## + adj_t_rk 1 0.00 36.00
## + OpAstper 1 0.00 36.00
## + RawT 1 0.00 36.00
## + Op.Ftper 1 0.00 36.00
## + nc_fut_sos 1 0.00 36.00
## + adj_d 1 0.00 36.00
## + nc_elite_sos 1 0.00 36.00
## + AvgHgt 1 0.00 36.00
## + eFG 1 0.00 36.00
## + Talent 1 0.00 36.00
## + Adj.T 1 0.00 36.00
## + threePper 1 0.00 36.00
## + FTRateD 1 0.00 36.00
## - adj_o 1 21.01 53.01## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=32
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD +
## OpORebper + twoPper + threePperD + Blkper + Blkedper + Astper +
## threePRate + Exp + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePperD 1 0.00 30.00
## - Astper 1 0.00 30.00
## - OpORebper 1 0.00 30.00
## - Blkper 1 0.00 30.00
## - Exp 1 0.00 30.00
## - twoPper 1 0.00 30.00
## - adj_t 1 0.00 30.00
## - threePRate 1 0.00 30.00
## - Blkedper 1 0.00 30.00
## - FTRate 1 0.00 30.00
## - PPPDef 1 0.00 30.00
## - nc_cur_sos 1 0.00 30.00
## - TOVperD 1 0.00 30.00
## - eFGD. 1 0.00 30.00
## <none> 0.00 32.00
## + twoPperD 1 0.00 34.00
## + wab 1 0.00 34.00
## + AvgHgt 1 0.00 34.00
## + RawT 1 0.00 34.00
## + Op.Ftper 1 0.00 34.00
## + Adj.T 1 0.00 34.00
## + PPPOff 1 0.00 34.00
## + EliteSOS 1 0.00 34.00
## + nc_elite_sos 1 0.00 34.00
## + barthag_rk 1 0.00 34.00
## + ov_elite_sos 1 0.00 34.00
## + adj_o_rk 1 0.00 34.00
## + barthag 1 0.00 34.00
## + threePRateD 1 0.00 34.00
## + Talent 1 0.00 34.00
## + adj_d 1 0.00 34.00
## + FTRateD 1 0.00 34.00
## + adj_t_rk 1 0.00 34.00
## + adj_d_rk 1 0.00 34.00
## + eFG 1 0.00 34.00
## + Orebper 1 0.00 34.00
## + nc_fut_sos 1 0.00 34.00
## + OpAstper 1 0.00 34.00
## + threePper 1 0.00 34.00
## + ov_fut_sos 1 0.00 34.00
## + ov_cur_sos 1 0.00 34.00
## + Ftper 1 0.00 34.00
## + TOVper 1 0.00 34.00
## + EffHgt 1 0.00 34.00
## - adj_o 1 21.26 51.26## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=30
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD +
## OpORebper + twoPper + Blkper + Blkedper + Astper + threePRate +
## Exp + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpORebper 1 0.000 28.000
## - Astper 1 0.000 28.000
## - Exp 1 0.000 28.000
## - Blkper 1 0.000 28.000
## - twoPper 1 0.000 28.000
## - threePRate 1 0.000 28.000
## - Blkedper 1 0.000 28.000
## - adj_t 1 0.000 28.000
## - FTRate 1 0.000 28.000
## - PPPDef 1 0.000 28.000
## - nc_cur_sos 1 0.000 28.000
## - TOVperD 1 0.000 28.000
## - eFGD. 1 0.000 28.000
## <none> 0.000 30.000
## + threePperD 1 0.000 32.000
## + TOVper 1 0.000 32.000
## + nc_elite_sos 1 0.000 32.000
## + AvgHgt 1 0.000 32.000
## + RawT 1 0.000 32.000
## + twoPperD 1 0.000 32.000
## + PPPOff 1 0.000 32.000
## + Op.Ftper 1 0.000 32.000
## + FTRateD 1 0.000 32.000
## + eFG 1 0.000 32.000
## + wab 1 0.000 32.000
## + Orebper 1 0.000 32.000
## + EliteSOS 1 0.000 32.000
## + Adj.T 1 0.000 32.000
## + threePper 1 0.000 32.000
## + adj_t_rk 1 0.000 32.000
## + ov_elite_sos 1 0.000 32.000
## + threePRateD 1 0.000 32.000
## + barthag 1 0.000 32.000
## + barthag_rk 1 0.000 32.000
## + OpAstper 1 0.000 32.000
## + adj_o_rk 1 0.000 32.000
## + adj_d 1 0.000 32.000
## + Ftper 1 0.000 32.000
## + ov_fut_sos 1 0.000 32.000
## + ov_cur_sos 1 0.000 32.000
## + nc_fut_sos 1 0.000 32.000
## + EffHgt 1 0.000 32.000
## + Talent 1 0.000 32.000
## + adj_d_rk 1 0.000 32.000
## - adj_o 1 22.909 50.909## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=28
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD +
## twoPper + Blkper + Blkedper + Astper + threePRate + Exp +
## PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Exp 1 0.000 26.000
## - threePRate 1 0.000 26.000
## - Astper 1 0.000 26.000
## - Blkper 1 0.000 26.000
## - Blkedper 1 0.000 26.000
## - adj_t 1 0.000 26.000
## - PPPDef 1 0.000 26.000
## - twoPper 1 0.000 26.000
## - FTRate 1 0.000 26.000
## - eFGD. 1 0.000 26.000
## <none> 0.000 28.000
## + Op.Ftper 1 0.000 30.000
## + OpORebper 1 0.000 30.000
## + EliteSOS 1 0.000 30.000
## + AvgHgt 1 0.000 30.000
## + ov_elite_sos 1 0.000 30.000
## + nc_elite_sos 1 0.000 30.000
## + adj_t_rk 1 0.000 30.000
## + wab 1 0.000 30.000
## + Ftper 1 0.000 30.000
## + RawT 1 0.000 30.000
## + ov_fut_sos 1 0.000 30.000
## + ov_cur_sos 1 0.000 30.000
## + adj_d_rk 1 0.000 30.000
## + adj_d 1 0.000 30.000
## + TOVper 1 0.000 30.000
## + Talent 1 0.000 30.000
## + threePperD 1 0.000 30.000
## + OpAstper 1 0.000 30.000
## + barthag_rk 1 0.000 30.000
## + barthag 1 0.000 30.000
## + threePper 1 0.000 30.000
## + twoPperD 1 0.000 30.000
## + adj_o_rk 1 0.000 30.000
## + FTRateD 1 0.000 30.000
## + eFG 1 0.000 30.000
## + EffHgt 1 0.000 30.000
## + PPPOff 1 0.000 30.000
## + nc_fut_sos 1 0.000 30.000
## + threePRateD 1 0.000 30.000
## + Adj.T 1 0.000 30.000
## + Orebper 1 0.000 30.000
## - nc_cur_sos 1 15.786 41.786
## - adj_o 1 23.724 49.724
## - TOVperD 1 72.087 98.087## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=26
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD +
## twoPper + Blkper + Blkedper + Astper + threePRate + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRate 1 0.000 24.000
## - Blkedper 1 0.000 24.000
## - Astper 1 0.000 24.000
## - adj_t 1 0.000 24.000
## - twoPper 1 0.000 24.000
## - Blkper 1 0.000 24.000
## - PPPDef 1 0.000 24.000
## <none> 0.000 26.000
## + Exp 1 0.000 28.000
## + Op.Ftper 1 0.000 28.000
## + OpORebper 1 0.000 28.000
## + RawT 1 0.000 28.000
## + adj_d_rk 1 0.000 28.000
## + EliteSOS 1 0.000 28.000
## + FTRateD 1 0.000 28.000
## + ov_elite_sos 1 0.000 28.000
## + ov_cur_sos 1 0.000 28.000
## + ov_fut_sos 1 0.000 28.000
## + TOVper 1 0.000 28.000
## + adj_t_rk 1 0.000 28.000
## + threePRateD 1 0.000 28.000
## + OpAstper 1 0.000 28.000
## + adj_d 1 0.000 28.000
## + Orebper 1 0.000 28.000
## + PPPOff 1 0.000 28.000
## + nc_elite_sos 1 0.000 28.000
## + adj_o_rk 1 0.000 28.000
## + Adj.T 1 0.000 28.000
## + Ftper 1 0.000 28.000
## + barthag_rk 1 0.000 28.000
## + wab 1 0.000 28.000
## + Talent 1 0.000 28.000
## + barthag 1 0.000 28.000
## + threePper 1 0.000 28.000
## + twoPperD 1 0.000 28.000
## + eFG 1 0.000 28.000
## + threePperD 1 0.000 28.000
## + EffHgt 1 0.000 28.000
## + nc_fut_sos 1 0.000 28.000
## + AvgHgt 1 0.000 28.000
## - TOVperD 1 13.566 37.566
## - FTRate 1 14.459 38.459
## - eFGD. 1 25.693 49.693
## - adj_o 1 26.287 50.287
## - nc_cur_sos 1 26.838 50.838## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=24
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD +
## twoPper + Blkper + Blkedper + Astper + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkedper 1 0.00 22.00
## - Astper 1 0.00 22.00
## - adj_t 1 0.00 22.00
## - twoPper 1 0.00 22.00
## <none> 0.00 24.00
## + Op.Ftper 1 0.00 26.00
## + threePRate 1 0.00 26.00
## + Exp 1 0.00 26.00
## + threePRateD 1 0.00 26.00
## + adj_d_rk 1 0.00 26.00
## + OpAstper 1 0.00 26.00
## + RawT 1 0.00 26.00
## + EliteSOS 1 0.00 26.00
## + adj_d 1 0.00 26.00
## + OpORebper 1 0.00 26.00
## + ov_elite_sos 1 0.00 26.00
## + nc_elite_sos 1 0.00 26.00
## + ov_cur_sos 1 0.00 26.00
## + ov_fut_sos 1 0.00 26.00
## + adj_o_rk 1 0.00 26.00
## + twoPperD 1 0.00 26.00
## + Orebper 1 0.00 26.00
## + threePperD 1 0.00 26.00
## + adj_t_rk 1 0.00 26.00
## + TOVper 1 0.00 26.00
## + barthag_rk 1 0.00 26.00
## + barthag 1 0.00 26.00
## + PPPOff 1 0.00 26.00
## + Ftper 1 0.00 26.00
## + wab 1 0.00 26.00
## + EffHgt 1 0.00 26.00
## + Talent 1 0.00 26.00
## + nc_fut_sos 1 0.00 26.00
## + FTRateD 1 0.00 26.00
## + AvgHgt 1 0.00 26.00
## + eFG 1 0.00 26.00
## + Adj.T 1 0.00 26.00
## + threePper 1 0.00 26.00
## - Blkper 1 8.65 30.65
## - TOVperD 1 14.83 36.83
## - FTRate 1 17.03 39.03
## - eFGD. 1 27.45 49.45
## - nc_cur_sos 1 29.59 51.59
## - adj_o 1 32.41 54.41
## - PPPDef 1 576.70 598.70## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=22
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD +
## twoPper + Blkper + Astper + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Astper 1 0.000 20.000
## - twoPper 1 0.000 20.000
## - adj_t 1 0.000 20.000
## <none> 0.000 22.000
## + Op.Ftper 1 0.000 24.000
## + OpORebper 1 0.000 24.000
## + OpAstper 1 0.000 24.000
## + Blkedper 1 0.000 24.000
## + TOVper 1 0.000 24.000
## + adj_d_rk 1 0.000 24.000
## + Exp 1 0.000 24.000
## + adj_o_rk 1 0.000 24.000
## + Orebper 1 0.000 24.000
## + ov_fut_sos 1 0.000 24.000
## + ov_cur_sos 1 0.000 24.000
## + threePRateD 1 0.000 24.000
## + adj_d 1 0.000 24.000
## + RawT 1 0.000 24.000
## + EliteSOS 1 0.000 24.000
## + threePperD 1 0.000 24.000
## + twoPperD 1 0.000 24.000
## + ov_elite_sos 1 0.000 24.000
## + eFG 1 0.000 24.000
## + FTRateD 1 0.000 24.000
## + Talent 1 0.000 24.000
## + threePper 1 0.000 24.000
## + threePRate 1 0.000 24.000
## + Ftper 1 0.000 24.000
## + Adj.T 1 0.000 24.000
## + PPPOff 1 0.000 24.000
## + nc_elite_sos 1 0.000 24.000
## + adj_t_rk 1 0.000 24.000
## + barthag_rk 1 0.000 24.000
## + barthag 1 0.000 24.000
## + wab 1 0.000 24.000
## + AvgHgt 1 0.000 24.000
## + EffHgt 1 0.000 24.000
## + nc_fut_sos 1 0.000 24.000
## - Blkper 1 12.557 32.557
## - PPPDef 1 14.933 34.933
## - TOVperD 1 19.033 39.033
## - FTRate 1 21.477 41.477
## - eFGD. 1 27.651 47.651
## - adj_o 1 37.326 57.326
## - nc_cur_sos 1 39.165 59.165## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=20
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD +
## twoPper + Blkper + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPper 1 0.000 18.000
## <none> 0.000 20.000
## + OpORebper 1 0.000 22.000
## + RawT 1 0.000 22.000
## + FTRateD 1 0.000 22.000
## + adj_d_rk 1 0.000 22.000
## + Exp 1 0.000 22.000
## + Astper 1 0.000 22.000
## + nc_elite_sos 1 0.000 22.000
## + ov_elite_sos 1 0.000 22.000
## + adj_t_rk 1 0.000 22.000
## + EliteSOS 1 0.000 22.000
## + ov_fut_sos 1 0.000 22.000
## + ov_cur_sos 1 0.000 22.000
## + Blkedper 1 0.000 22.000
## + threePRateD 1 0.000 22.000
## + Op.Ftper 1 0.000 22.000
## + PPPOff 1 0.000 22.000
## + adj_o_rk 1 0.000 22.000
## + Adj.T 1 0.000 22.000
## + TOVper 1 0.000 22.000
## + threePRate 1 0.000 22.000
## + EffHgt 1 0.000 22.000
## + AvgHgt 1 0.000 22.000
## + OpAstper 1 0.000 22.000
## + threePperD 1 0.000 22.000
## + twoPperD 1 0.000 22.000
## + Talent 1 0.000 22.000
## + adj_d 1 0.000 22.000
## + barthag 1 0.000 22.000
## + barthag_rk 1 0.000 22.000
## + eFG 1 0.000 22.000
## + nc_fut_sos 1 0.000 22.000
## + Orebper 1 0.000 22.000
## + threePper 1 0.000 22.000
## + Ftper 1 0.000 22.000
## + wab 1 0.000 22.000
## - Blkper 1 14.628 32.628
## - adj_t 1 15.767 33.767
## - PPPDef 1 17.153 35.153
## - TOVperD 1 19.765 37.765
## - FTRate 1 23.816 41.816
## - eFGD. 1 28.236 46.236
## - adj_o 1 37.372 55.372
## - nc_cur_sos 1 39.388 57.388## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=18
## conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. + FTRate + TOVperD +
## Blkper + PPPDef## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## <none> 0.000 18.000
## + OpORebper 1 0.000 20.000
## + twoPper 1 0.000 20.000
## + FTRateD 1 0.000 20.000
## + RawT 1 0.000 20.000
## + Exp 1 0.000 20.000
## + adj_t_rk 1 0.000 20.000
## + PPPOff 1 0.000 20.000
## + Op.Ftper 1 0.000 20.000
## + Ftper 1 0.000 20.000
## + threePper 1 0.000 20.000
## + threePRate 1 0.000 20.000
## + EliteSOS 1 0.000 20.000
## + Orebper 1 0.000 20.000
## + ov_cur_sos 1 0.000 20.000
## + ov_fut_sos 1 0.000 20.000
## + Astper 1 0.000 20.000
## + ov_elite_sos 1 0.000 20.000
## + threePRateD 1 0.000 20.000
## + nc_elite_sos 1 0.000 20.000
## + eFG 1 0.000 20.000
## + OpAstper 1 0.000 20.000
## + barthag_rk 1 0.000 20.000
## + EffHgt 1 0.000 20.000
## + adj_d 1 0.000 20.000
## + Blkedper 1 0.000 20.000
## + TOVper 1 0.000 20.000
## + Talent 1 0.000 20.000
## + adj_d_rk 1 0.000 20.000
## + barthag 1 0.000 20.000
## + wab 1 0.000 20.000
## + adj_o_rk 1 0.000 20.000
## + Adj.T 1 0.000 20.000
## + nc_fut_sos 1 0.000 20.000
## + threePperD 1 0.000 20.000
## + AvgHgt 1 0.000 20.000
## + twoPperD 1 0.000 20.000
## - Blkper 1 15.463 31.463
## - adj_t 1 15.774 31.774
## - PPPDef 1 19.260 35.260
## - TOVperD 1 22.915 38.915
## - FTRate 1 25.641 41.641
## - eFGD. 1 28.247 44.247
## - nc_cur_sos 1 40.127 56.127
## - adj_o 1 53.324 69.324summary(B12.lm.stepwise)##
## Call:
## glm(formula = conf_winner ~ adj_o + adj_t + nc_cur_sos + eFGD. +
## FTRate + TOVperD + Blkper + PPPDef, family = "binomial",
## data = B12_train.df, na.action = na.exclude)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -7555.81 582884.07 -0.013 0.990
## adj_o 86.30 6935.49 0.012 0.990
## adj_t -54.09 4098.13 -0.013 0.989
## nc_cur_sos 5578.29 418647.89 0.013 0.989
## eFGD. -369.48 30388.66 -0.012 0.990
## FTRate -44.09 3305.90 -0.013 0.989
## TOVperD 219.92 16832.30 0.013 0.990
## Blkper -50.45 5547.40 -0.009 0.993
## PPPDef 13398.72 1063636.24 0.013 0.990
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 85.35107105843 on 133 degrees of freedom
## Residual deviance: 0.00000046946 on 125 degrees of freedom
## AIC: 18
##
## Number of Fisher Scoring iterations: 25#accuracy
B12.lm.step.pred <- predict(B12.lm.stepwise, B12_valid.df, na.action = na.pass)
accuracy(B12.lm.step.pred, B12_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set 1148.187 1418.803 1178.849 NaN InfACC Conference
In this section, our group is splitting the “ACC.df” dataframe that we created by filtering for only teams in the ACC conference into a training set (80%) and validation set (20%)
ACC.df <- team.df2024 %>%
filter(conf == "ACC")
RNGkind(sample.kind="Rounding")## Warning in RNGkind(sample.kind = "Rounding"): non-uniform 'Rounding' sampler
## usedset.seed(123)
ACCtrain.index <- sample(c(1:dim(ACC.df)[1]), dim(ACC.df)[1]*0.8)
ACC_train.df <-ACC.df[ACCtrain.index, ]
ACC_valid.df <- ACC.df[-ACCtrain.index, ]
head(ACC_train.df)## team year conf conf_winner barthag barthag_rk adj_o adj_o_rk
## 1: Florida St. 2023 ACC 0 0.429870 205 103.970 169
## 2: Virginia 2008 ACC 0 0.744886 84 110.425 49
## 3: Maryland 2008 ACC 0 0.813490 56 107.020 85
## 4: Virginia Tech 2011 ACC 0 0.876803 31 109.506 58
## 5: Virginia Tech 2023 ACC 0 0.770982 75 113.983 29
## 6: Boston College 2017 ACC 0 0.561785 138 104.146 158
## adj_d adj_d_rk adj_t adj_t_rk wab nc_elite_sos nc_fut_sos
## 1: 106.5550 231 68.6909 100 -11.8880968 19 0.5943
## 2: 100.6010 147 70.0321 75 -3.3679020 15 0.4155
## 3: 94.1551 46 71.1098 40 -2.1708422 16 0.4901
## 4: 92.3257 25 65.1376 247 0.9511234 20 0.5263
## 5: 102.5640 143 66.5529 210 -3.2124466 15 0.4616
## 6: 101.9200 128 72.5239 45 -9.7652560 11 0.4247
## nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos eFG eFGD. FTRate FTRateD
## 1: 0.5943 25 0.6595 0.6595 49.3 53.1 30.4 30.9
## 2: 0.4155 29 0.6468 0.6468 50.3 52.0 35.3 33.2
## 3: 0.4901 30 0.6738 0.6738 50.9 44.4 37.5 30.9
## 4: 0.5263 28 0.6562 0.6562 50.3 47.4 40.7 31.2
## 5: 0.4616 24 0.6329 0.6329 54.0 50.7 25.9 25.2
## 6: 0.4247 32 0.6855 0.6855 51.6 53.2 29.6 39.6
## TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1: 17.6 17.1 25.9 31.5 69.0 49.2 50.8 33.0 37.6
## 2: 19.4 18.8 36.1 28.6 71.3 47.6 50.1 36.6 36.7
## 3: 23.4 19.7 35.0 34.9 71.7 50.9 42.6 33.8 32.4
## 4: 18.6 21.7 32.6 31.1 65.7 50.7 46.9 33.0 32.2
## 5: 14.7 16.3 25.9 27.7 66.9 54.3 50.5 35.8 34.0
## 6: 20.1 17.2 25.6 24.2 72.5 49.1 53.2 37.4 35.4
## Blkper Blkedper Astper OpAstper threePRate threePRateD Adj.T AvgHgt EffHgt
## 1: 11.3 7.5 53.6 55.4 34.5 41.1 68.691 79.222 81.766
## 2: 6.4 9.4 50.6 56.8 37.0 38.3 70.032 77.198 80.160
## 3: 15.1 11.5 62.8 50.1 27.8 30.4 71.110 78.423 80.198
## 4: 10.5 8.8 51.0 53.7 31.0 35.4 63.690 77.532 79.390
## 5: 8.3 9.9 56.6 47.4 39.6 35.6 66.553 77.293 80.454
## 6: 7.3 10.0 56.1 58.0 36.4 35.2 71.159 77.597 80.143
## Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.263 66.035 72.6 75.6 1.005 1.104 24.721
## 2: 1.710 57.579 70.5 66.5 1.066 1.039 28.546
## 3: 1.382 68.771 70.3 74.0 1.014 0.969 29.953
## 4: 2.195 56.064 71.0 65.7 1.060 0.946 27.327
## 5: 1.921 40.736 73.5 71.0 1.105 1.045 23.799
## 6: 1.526 28.745 68.0 75.6 1.000 1.081 31.492head(ACC_valid.df)## team year conf conf_winner barthag barthag_rk adj_o adj_o_rk
## 1: Boston College 2009 ACC 0 0.801838 61 112.593 29
## 2: Boston College 2010 ACC 0 0.805452 63 110.953 45
## 3: Boston College 2011 ACC 0 0.799607 63 115.817 14
## 4: Boston College 2018 ACC 0 0.739872 80 112.588 51
## 5: Clemson 2011 ACC 0 0.900769 22 109.363 60
## 6: Duke 2015 ACC 0 0.976397 2 125.215 3
## adj_d adj_d_rk adj_t adj_t_rk wab nc_elite_sos nc_fut_sos
## 1: 99.7062 143 66.9505 159 0.5240552674 13 0.4470
## 2: 98.0587 103 65.6625 246 -4.4522963707 14 0.4471
## 3: 102.6860 194 63.8255 297 -0.0001343277 17 0.5608
## 4: 102.8060 149 70.8883 92 -1.8494290381 15 0.4067
## 5: 90.2750 11 64.8425 257 0.6529901266 16 0.4952
## 6: 90.5895 11 66.3811 95 10.6637539813 25 0.5559
## nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos eFG eFGD. FTRate FTRateD
## 1: 0.4470 28 0.6607 0.6607 49.7 47.4 36.7 34.8
## 2: 0.4471 31 0.6716 0.6716 49.1 47.9 30.5 31.0
## 3: 0.5608 29 0.6753 0.6753 54.5 50.8 31.5 25.9
## 4: 0.4067 30 0.6623 0.6623 52.1 51.8 30.7 27.1
## 5: 0.4952 29 0.6714 0.6714 50.3 45.6 38.5 34.8
## 6: 0.5559 38 0.7375 0.7375 56.6 46.5 39.8 23.9
## TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1: 19.7 18.4 40.6 37.1 67.6 49.4 46.7 33.4 32.8
## 2: 19.3 17.8 38.5 31.7 65.8 49.2 48.9 32.6 30.2
## 3: 17.2 16.2 30.4 33.2 64.2 52.4 49.6 38.2 35.3
## 4: 18.2 17.6 30.1 26.0 70.2 51.1 50.1 35.9 36.1
## 5: 20.1 23.2 34.2 32.5 65.1 49.5 43.6 34.4 33.1
## 6: 16.3 18.6 35.8 30.2 65.9 55.9 46.3 38.7 31.4
## Blkper Blkedper Astper OpAstper threePRate threePRateD Adj.T AvgHgt EffHgt
## 1: 10.4 12.0 56.8 48.9 32.5 29.8 65.804 77.390 80.366
## 2: 8.6 11.1 58.3 47.5 27.3 28.3 64.153 77.630 80.219
## 3: 6.8 10.6 60.4 51.6 43.3 35.2 62.382 76.661 79.610
## 4: 8.8 8.5 51.9 51.6 39.5 40.5 69.691 78.123 81.422
## 5: 13.2 8.8 54.9 52.8 34.5 32.4 63.401 75.712 80.025
## 6: 9.0 8.3 53.5 47.0 33.4 27.8 65.770 77.534 81.331
## Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.241 56.026 73.8 69.4 1.090 1.034 27.532
## 2: 1.819 56.686 71.6 67.2 1.051 1.003 30.456
## 3: 2.316 44.614 72.4 70.9 1.119 1.080 27.582
## 4: 1.189 26.927 74.1 74.4 1.077 1.052 30.296
## 5: 2.003 53.197 70.1 71.0 1.045 0.935 27.879
## 6: 1.062 95.491 69.9 69.4 1.194 0.967 36.852Logistic Regression
options(scipen = 999)
ACC.lm <- glm(conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS, data = ACC_train.df, family = "binomial", na.action = na.exclude)## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurredACC.lm##
## Call: glm(formula = conf_winner ~ barthag + barthag_rk + adj_o_rk +
## adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos +
## nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS, family = "binomial", data = ACC_train.df,
## na.action = na.exclude)
##
## Coefficients:
## (Intercept) barthag barthag_rk adj_o_rk adj_o
## 2701.6677 -1562.0949 -3.3807 -0.4055 10.2009
## adj_d adj_d_rk adj_t adj_t_rk wab
## -23.5434 0.4101 5.3725 0.2752 6.8035
## nc_elite_sos nc_fut_sos nc_cur_sos ov_elite_sos ov_fut_sos
## 3.7784 -389.1057 NA -0.3356 258.0387
## ov_cur_sos eFG eFGD. FTRate FTRateD
## NA 2.3235 4.3611 2.0480 -2.3876
## TOVper TOVperD Orebper OpORebper RawT
## -34.6570 4.7594 20.3197 -1.5184 11.5733
## twoPper twoPperD threePper threePperD Blkper
## 17.1005 -4.3167 12.8638 -4.7128 2.0694
## Blkedper Astper OpAstper threePRate threePRateD
## -8.1260 -0.7144 -2.3982 -0.2801 0.7559
## Adj.T AvgHgt EffHgt Exp Talent
## -10.8257 2.6038 -5.9563 0.3688 -0.7345
## Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 7.2259 -2.8413 -3005.0675 1678.9482 -10.1350
##
## Degrees of Freedom: 176 Total (i.e. Null); 134 Residual
## Null Deviance: 87.76
## Residual Deviance: 0.000000008398 AIC: 86In the code above, we created a logistic regression that is predicting the binary outcome variable ‘conf_winner’ using all of the predictor independent variables listed in the formula above. Each coefficient represents the change in the log-odds of the response variable for a one-unit change in the corresponding variable if all the other variables are constant. Negative coefficients represent a negative relationship with the log-odds of being a conference winner. Positive coefficients represent a positive relationship with the log-odds of being a conference winner. There are 176 degrees of freedom for the null model and 134 degrees of freedom for the residual model. The null deviance is 87.76 which represents the deviance of the null model. The residual deviance is very small 8.4e-9 which represents the deviance of the model with no predictors. The smaller the null deviance and residual deviance indicate a better fitted model. The AIC is 86 which is very low and indicates a better fitted model if the score is low.
Confusion Matrix
# Make predictions on the validation dataset
ACC_predictions <- predict(ACC.lm, newdata = ACC_valid.df, type = "response")## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type == :
## prediction from rank-deficient fit; attr(*, "non-estim") has doubtful cases# Convert predicted probabilities to class labels (0 or 1) based on a threshold (e.g., 0.5)
ACC_predicted_classes <- ifelse(ACC_predictions > 0.5, 1, 0)
# Create a confusion matrix
ACC_conf_matrix <- confusionMatrix(as.factor(ACC_valid.df$conf_winner), as.factor(ACC_predicted_classes), positive = '1')
# Print the confusion matrix
print(ACC_conf_matrix)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 36 5
## 1 2 2
##
## Accuracy : 0.8444
## 95% CI : (0.7054, 0.9351)
## No Information Rate : 0.8444
## P-Value [Acc > NIR] : 0.5991
##
## Kappa : 0.2825
##
## Mcnemar's Test P-Value : 0.4497
##
## Sensitivity : 0.28571
## Specificity : 0.94737
## Pos Pred Value : 0.50000
## Neg Pred Value : 0.87805
## Prevalence : 0.15556
## Detection Rate : 0.04444
## Detection Prevalence : 0.08889
## Balanced Accuracy : 0.61654
##
## 'Positive' Class : 1
## #calc specificity, etc. The model shows an overall accuracy of 84.44%, with sensitivity (True Positive Rate) at 28.57%. The Kappa value is 0.2825, indicating fair agreement beyond chance. The balanced accuracy is 61.65%, suggesting a moderate performance balance between sensitivity and specificity. The positive predictive value (precision) is 50%, indicating that half of the predicted positive cases are true positives. The model’s performance is relatively balanced, and further investigation or model improvement may be considered based on the specific requirements and constraints of the application.
Backward Selection
ACC.lm.backward <- step(ACC.lm, direction = 'backward')## Start: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - ov_elite_sos 1 0.0000000083870 84
## - Exp 1 0.0000000084039 84
## - eFG 1 0.0000000084223 84
## - OpORebper 1 0.0000000084247 84
## - eFGD. 1 0.0000000084472 84
## - TOVperD 1 0.0000000084570 84
## - twoPperD 1 0.0000000084598 84
## - adj_t 1 0.0000000084638 84
## - AvgHgt 1 0.0000000084647 84
## - threePperD 1 0.0000000084655 84
## - threePRateD 1 0.0000000084864 84
## - threePRate 1 0.0000000084950 84
## - twoPper 1 0.0000000085151 84
## - threePper 1 0.0000000085415 84
## - Astper 1 0.0000000085448 84
## - FTRate 1 0.0000000085556 84
## - Adj.T 1 0.0000000085935 84
## - Blkedper 1 0.0000000086195 84
## - ov_fut_sos 1 0.0000000086396 84
## - nc_elite_sos 1 0.0000000086402 84
## - EliteSOS 1 0.0000000086414 84
## - Op.Ftper 1 0.0000000086479 84
## - EffHgt 1 0.0000000086660 84
## - adj_o_rk 1 0.0000000086817 84
## - RawT 1 0.0000000086997 84
## - Blkper 1 0.0000000087184 84
## - PPPDef 1 0.0000000087311 84
## - FTRateD 1 0.0000000087745 84
## - TOVper 1 0.0000000088202 84
## - adj_d_rk 1 0.0000000088641 84
## - Ftper 1 0.0000000089056 84
## - nc_fut_sos 1 0.0000000089113 84
## - adj_t_rk 1 0.0000000089237 84
## - Orebper 1 0.0000000089617 84
## - PPPOff 1 0.0000000090503 84
## - OpAstper 1 0.0000000091109 84
## - Talent 1 0.0000000092804 84
## - wab 1 0.0000000095920 84
## - barthag_rk 1 0.0000000097844 84
## - adj_o 1 0.0000000101376 84
## - barthag 1 0.0000000103146 84
## - adj_d 1 0.0000000105722 84
## <none> 0.0000000083975 86## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Exp 1 0.0000000083994 82
## - eFG 1 0.0000000084121 82
## - OpORebper 1 0.0000000084181 82
## - TOVperD 1 0.0000000084518 82
## - eFGD. 1 0.0000000084552 82
## - AvgHgt 1 0.0000000084569 82
## - threePRateD 1 0.0000000084598 82
## - twoPperD 1 0.0000000084622 82
## - threePperD 1 0.0000000084746 82
## - adj_t 1 0.0000000084908 82
## - threePRate 1 0.0000000084908 82
## - FTRate 1 0.0000000085355 82
## - twoPper 1 0.0000000085505 82
## - threePper 1 0.0000000085656 82
## - Astper 1 0.0000000085656 82
## - Blkedper 1 0.0000000086252 82
## - Op.Ftper 1 0.0000000086699 82
## - EffHgt 1 0.0000000086880 82
## - ov_fut_sos 1 0.0000000086980 82
## - Adj.T 1 0.0000000087024 82
## - adj_o_rk 1 0.0000000087253 82
## - Blkper 1 0.0000000087329 82
## - RawT 1 0.0000000087481 82
## - nc_elite_sos 1 0.0000000087518 82
## - PPPDef 1 0.0000000087670 82
## - FTRateD 1 0.0000000087859 82
## - TOVper 1 0.0000000088085 82
## - Ftper 1 0.0000000089028 82
## - adj_t_rk 1 0.0000000089433 82
## - Orebper 1 0.0000000089472 82
## - adj_d_rk 1 0.0000000089792 82
## - nc_fut_sos 1 0.0000000089853 82
## - PPPOff 1 0.0000000090294 82
## - OpAstper 1 0.0000000090766 82
## - Talent 1 0.0000000093562 82
## - wab 1 0.0000000096026 82
## - EliteSOS 1 0.0000000098067 82
## - barthag_rk 1 0.0000000098729 82
## - adj_o 1 0.0000000102231 82
## - barthag 1 0.0000000103565 82
## - adj_d 1 0.0000000106690 82
## <none> 0.0000000083870 84## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpORebper 1 0.0000000084293 80
## - eFG 1 0.0000000084378 80
## - TOVperD 1 0.0000000084637 80
## - eFGD. 1 0.0000000084663 80
## - twoPperD 1 0.0000000084683 80
## - threePperD 1 0.0000000084830 80
## - AvgHgt 1 0.0000000084904 80
## - threePRateD 1 0.0000000085035 80
## - threePRate 1 0.0000000085192 80
## - adj_t 1 0.0000000085281 80
## - twoPper 1 0.0000000085560 80
## - threePper 1 0.0000000085693 80
## - Astper 1 0.0000000086677 80
## - Op.Ftper 1 0.0000000086875 80
## - ov_fut_sos 1 0.0000000087012 80
## - Adj.T 1 0.0000000087369 80
## - adj_o_rk 1 0.0000000087403 80
## - EffHgt 1 0.0000000087595 80
## - RawT 1 0.0000000087622 80
## - FTRate 1 0.0000000087660 80
## - PPPDef 1 0.0000000087871 80
## - Blkedper 1 0.0000000087910 80
## - Blkper 1 0.0000000088020 80
## - FTRateD 1 0.0000000088072 80
## - nc_elite_sos 1 0.0000000088818 80
## - adj_d_rk 1 0.0000000089877 80
## - Ftper 1 0.0000000090399 80
## - adj_t_rk 1 0.0000000090610 80
## - TOVper 1 0.0000000090919 80
## - OpAstper 1 0.0000000091681 80
## - Orebper 1 0.0000000092066 80
## - PPPOff 1 0.0000000092069 80
## - nc_fut_sos 1 0.0000000092451 80
## - Talent 1 0.0000000093929 80
## - wab 1 0.0000000096071 80
## - EliteSOS 1 0.0000000098253 80
## - barthag_rk 1 0.0000000099148 80
## - adj_o 1 0.0000000102633 80
## - barthag 1 0.0000000103813 80
## - adj_d 1 0.0000000106941 80
## <none> 0.0000000083994 82## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFG 1 0.0000000084833 78
## - twoPperD 1 0.0000000084969 78
## - eFGD. 1 0.0000000085069 78
## - threePperD 1 0.0000000085107 78
## - AvgHgt 1 0.0000000085158 78
## - adj_t 1 0.0000000085467 78
## - threePRate 1 0.0000000085493 78
## - threePRateD 1 0.0000000085720 78
## - twoPper 1 0.0000000085774 78
## - threePper 1 0.0000000085880 78
## - TOVperD 1 0.0000000085890 78
## - Astper 1 0.0000000086967 78
## - Op.Ftper 1 0.0000000087010 78
## - ov_fut_sos 1 0.0000000087232 78
## - Adj.T 1 0.0000000087463 78
## - EffHgt 1 0.0000000087650 78
## - RawT 1 0.0000000087846 78
## - FTRate 1 0.0000000088011 78
## - Blkper 1 0.0000000088132 78
## - adj_o_rk 1 0.0000000088305 78
## - Blkedper 1 0.0000000088519 78
## - nc_elite_sos 1 0.0000000089639 78
## - adj_d_rk 1 0.0000000090205 78
## - FTRateD 1 0.0000000091512 78
## - adj_t_rk 1 0.0000000092126 78
## - OpAstper 1 0.0000000092333 78
## - TOVper 1 0.0000000094543 78
## - PPPOff 1 0.0000000094741 78
## - Talent 1 0.0000000095098 78
## - nc_fut_sos 1 0.0000000095171 78
## - Orebper 1 0.0000000095442 78
## - Ftper 1 0.0000000095920 78
## - wab 1 0.0000000096637 78
## - EliteSOS 1 0.0000000098550 78
## - barthag_rk 1 0.0000000100039 78
## - PPPDef 1 0.0000000101667 78
## - adj_o 1 0.0000000104396 78
## - barthag 1 0.0000000105436 78
## - adj_d 1 0.0000000107900 78
## <none> 0.0000000084293 80## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - AvgHgt 1 0.0000000085381 76
## - twoPperD 1 0.0000000085657 76
## - threePRate 1 0.0000000085681 76
## - adj_t 1 0.0000000085744 76
## - eFGD. 1 0.0000000085755 76
## - threePperD 1 0.0000000085782 76
## - threePRateD 1 0.0000000085915 76
## - TOVperD 1 0.0000000086198 76
## - Op.Ftper 1 0.0000000087235 76
## - EffHgt 1 0.0000000087765 76
## - Astper 1 0.0000000087879 76
## - FTRate 1 0.0000000088163 76
## - Adj.T 1 0.0000000088294 76
## - Blkper 1 0.0000000088527 76
## - ov_fut_sos 1 0.0000000088544 76
## - adj_o_rk 1 0.0000000088945 76
## - RawT 1 0.0000000090334 76
## - adj_d_rk 1 0.0000000090428 76
## - twoPper 1 0.0000000090689 76
## - Blkedper 1 0.0000000091397 76
## - nc_elite_sos 1 0.0000000091947 76
## - threePper 1 0.0000000092166 76
## - FTRateD 1 0.0000000093206 76
## - adj_t_rk 1 0.0000000093484 76
## - OpAstper 1 0.0000000094592 76
## - PPPOff 1 0.0000000095033 76
## - TOVper 1 0.0000000095034 76
## - Talent 1 0.0000000095289 76
## - Orebper 1 0.0000000096191 76
## - Ftper 1 0.0000000096245 76
## - nc_fut_sos 1 0.0000000097699 76
## - wab 1 0.0000000098622 76
## - EliteSOS 1 0.0000000100503 76
## - barthag_rk 1 0.0000000102563 76
## - PPPDef 1 0.0000000103889 76
## - adj_o 1 0.0000000105231 76
## - barthag 1 0.0000000110079 76
## - adj_d 1 0.0000000110292 76
## <none> 0.0000000084833 78## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRate 1 0.0000000086245 74
## - threePRateD 1 0.0000000086560 74
## - twoPperD 1 0.0000000086875 74
## - eFGD. 1 0.0000000087037 74
## - TOVperD 1 0.0000000087145 74
## - threePperD 1 0.0000000087263 74
## - Op.Ftper 1 0.0000000087718 74
## - EffHgt 1 0.0000000087830 74
## - FTRate 1 0.0000000088446 74
## - adj_t 1 0.0000000088460 74
## - Blkper 1 0.0000000089084 74
## - Astper 1 0.0000000089092 74
## - ov_fut_sos 1 0.0000000089242 74
## - Adj.T 1 0.0000000090068 74
## - RawT 1 0.0000000090487 74
## - Blkedper 1 0.0000000092161 74
## - adj_d_rk 1 0.0000000092239 74
## - nc_elite_sos 1 0.0000000093340 74
## - adj_t_rk 1 0.0000000093352 74
## - twoPper 1 0.0000000093647 74
## - OpAstper 1 0.0000000095114 74
## - threePper 1 0.0000000096091 74
## - FTRateD 1 0.0000000096690 74
## - TOVper 1 0.0000000098188 74
## - adj_o_rk 1 0.0000000098336 74
## - wab 1 0.0000000099360 74
## - Talent 1 0.0000000100120 74
## - EliteSOS 1 0.0000000100382 74
## - nc_fut_sos 1 0.0000000100785 74
## - Orebper 1 0.0000000102224 74
## - PPPOff 1 0.0000000102554 74
## - barthag_rk 1 0.0000000102816 74
## - Ftper 1 0.0000000104032 74
## - PPPDef 1 0.0000000104731 74
## - adj_o 1 0.0000000107063 74
## - barthag 1 0.0000000110750 74
## - adj_d 1 0.0000000112019 74
## <none> 0.0000000085381 76## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRateD + Adj.T +
## EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRateD 1 0.0000000087174 72
## - twoPperD 1 0.0000000087526 72
## - eFGD. 1 0.0000000087658 72
## - threePperD 1 0.0000000087868 72
## - TOVperD 1 0.0000000088575 72
## - EffHgt 1 0.0000000088828 72
## - adj_t 1 0.0000000089404 72
## - Blkper 1 0.0000000089640 72
## - ov_fut_sos 1 0.0000000089863 72
## - Astper 1 0.0000000090398 72
## - Op.Ftper 1 0.0000000090644 72
## - Adj.T 1 0.0000000091476 72
## - RawT 1 0.0000000091526 72
## - Blkedper 1 0.0000000094807 72
## - adj_t_rk 1 0.0000000095250 72
## - nc_elite_sos 1 0.0000000095409 72
## - adj_d_rk 1 0.0000000097913 72
## - FTRate 1 0.0000000098799 72
## - FTRateD 1 0.0000000099279 72
## - wab 1 0.0000000099451 72
## - OpAstper 1 0.0000000101653 72
## - adj_o_rk 1 0.0000000103052 72
## - barthag_rk 1 0.0000000103558 72
## - PPPDef 1 0.0000000104538 72
## - twoPper 1 0.0000000104547 72
## - EliteSOS 1 0.0000000105080 72
## - threePper 1 0.0000000105315 72
## - nc_fut_sos 1 0.0000000105836 72
## - adj_o 1 0.0000000107388 72
## - PPPOff 1 0.0000000110287 72
## - Talent 1 0.0000000110597 72
## - barthag 1 0.0000000111494 72
## - Ftper 1 0.0000000111855 72
## - TOVper 1 0.0000000115071 72
## - Orebper 1 0.0000000118167 72
## - adj_d 1 0.0000000118714 72
## <none> 0.0000000086245 74## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + Adj.T + EffHgt +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EffHgt 1 0.0000000088880 70
## - TOVperD 1 0.0000000089193 70
## - ov_fut_sos 1 0.0000000090037 70
## - twoPperD 1 0.0000000090246 70
## - adj_t 1 0.0000000090588 70
## - eFGD. 1 0.0000000090892 70
## - Astper 1 0.0000000091114 70
## - Op.Ftper 1 0.0000000091153 70
## - threePperD 1 0.0000000091403 70
## - RawT 1 0.0000000092482 70
## - Adj.T 1 0.0000000092990 70
## - Blkper 1 0.0000000094090 70
## - nc_elite_sos 1 0.0000000095089 70
## - Blkedper 1 0.0000000097308 70
## - adj_t_rk 1 0.0000000097504 70
## - FTRate 1 0.0000000098779 70
## - adj_d_rk 1 0.0000000100768 70
## - FTRateD 1 0.0000000100930 70
## - barthag_rk 1 0.0000000103826 70
## - PPPDef 1 0.0000000104726 70
## - OpAstper 1 0.0000000105684 70
## - nc_fut_sos 1 0.0000000106059 70
## - adj_o_rk 1 0.0000000107757 70
## - wab 1 0.0000000108337 70
## - threePper 1 0.0000000108781 70
## - EliteSOS 1 0.0000000108794 70
## - twoPper 1 0.0000000110544 70
## - barthag 1 0.0000000111779 70
## - Talent 1 0.0000000114945 70
## - adj_o 1 0.0000000115330 70
## - adj_d 1 0.0000000120056 70
## - TOVper 1 0.0000000123884 70
## - Ftper 1 0.0000000129422 70
## - Orebper 1 0.0000000133018 70
## - PPPOff 1 0.0000000137302 70
## <none> 0.0000000087174 72## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=70
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + Adj.T + Talent +
## Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - ov_fut_sos 1 0.0000000090064 68
## - TOVperD 1 0.0000000090510 68
## - Astper 1 0.0000000091277 68
## - Op.Ftper 1 0.0000000093157 68
## - twoPperD 1 0.0000000093808 68
## - adj_t 1 0.0000000093830 68
## - Blkper 1 0.0000000094032 68
## - threePperD 1 0.0000000094713 68
## - eFGD. 1 0.0000000094761 68
## - RawT 1 0.0000000095741 68
## - nc_elite_sos 1 0.0000000097271 68
## - Blkedper 1 0.0000000097371 68
## - adj_t_rk 1 0.0000000098926 68
## - Adj.T 1 0.0000000099617 68
## - FTRateD 1 0.0000000100764 68
## - FTRate 1 0.0000000101518 68
## - adj_d_rk 1 0.0000000102695 68
## - barthag_rk 1 0.0000000104009 68
## - PPPDef 1 0.0000000104846 68
## - wab 1 0.0000000108863 68
## - OpAstper 1 0.0000000109638 68
## - nc_fut_sos 1 0.0000000110449 68
## - adj_o_rk 1 0.0000000111757 68
## - barthag 1 0.0000000111768 68
## - threePper 1 0.0000000112204 68
## - twoPper 1 0.0000000112226 68
## - adj_o 1 0.0000000115097 68
## - adj_d 1 0.0000000124171 68
## - Talent 1 0.0000000124455 68
## - TOVper 1 0.0000000128982 68
## - Ftper 1 0.0000000129462 68
## - EliteSOS 1 0.0000000133344 68
## - PPPOff 1 0.0000000137814 68
## - Orebper 1 0.0000000139509 68
## <none> 0.0000000088880 70## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=68
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + OpAstper + Adj.T + Talent + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - TOVperD 1 0.0000000092407 66
## - Astper 1 0.0000000093554 66
## - adj_t 1 0.0000000095585 66
## - RawT 1 0.0000000095600 66
## - Op.Ftper 1 0.0000000096644 66
## - twoPperD 1 0.0000000096927 66
## - nc_elite_sos 1 0.0000000097439 66
## - Blkper 1 0.0000000097484 66
## - Blkedper 1 0.0000000098171 66
## - eFGD. 1 0.0000000098586 66
## - threePperD 1 0.0000000098792 66
## - adj_t_rk 1 0.0000000099341 66
## - Adj.T 1 0.0000000100575 66
## - adj_d_rk 1 0.0000000103105 66
## - FTRate 1 0.0000000105361 66
## - FTRateD 1 0.0000000105413 66
## - barthag_rk 1 0.0000000105578 66
## - PPPDef 1 0.0000000109865 66
## - nc_fut_sos 1 0.0000000110765 66
## - OpAstper 1 0.0000000112502 66
## - wab 1 0.0000000113868 66
## - threePper 1 0.0000000115064 66
## - barthag 1 0.0000000115303 66
## - twoPper 1 0.0000000115836 66
## - adj_o_rk 1 0.0000000116600 66
## - Talent 1 0.0000000124864 66
## - adj_o 1 0.0000000127977 66
## - TOVper 1 0.0000000140443 66
## - Ftper 1 0.0000000142073 66
## - PPPOff 1 0.0000000145073 66
## - EliteSOS 1 0.0000000147258 66
## - Orebper 1 0.0000000149107 66
## - adj_d 1 0.0000000165940 66
## <none> 0.0000000090064 68## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=66
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## eFGD. + FTRate + FTRateD + TOVper + Orebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + Adj.T + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Astper 1 0.0000000095790 64
## - Op.Ftper 1 0.0000000097139 64
## - twoPperD 1 0.0000000097459 64
## - threePperD 1 0.0000000098833 64
## - eFGD. 1 0.0000000099009 64
## - RawT 1 0.0000000099519 64
## - adj_t 1 0.0000000099724 64
## - adj_t_rk 1 0.0000000099827 64
## - nc_elite_sos 1 0.0000000101819 64
## - adj_d_rk 1 0.0000000103870 64
## - Blkper 1 0.0000000104062 64
## - Blkedper 1 0.0000000105498 64
## - FTRate 1 0.0000000105701 64
## - FTRateD 1 0.0000000106164 64
## - barthag_rk 1 0.0000000106890 64
## - Adj.T 1 0.0000000108272 64
## - nc_fut_sos 1 0.0000000114340 64
## - barthag 1 0.0000000115873 64
## - wab 1 0.0000000116148 64
## - threePper 1 0.0000000116684 64
## - OpAstper 1 0.0000000117106 64
## - twoPper 1 0.0000000119543 64
## - adj_o_rk 1 0.0000000120900 64
## - PPPDef 1 0.0000000124686 64
## - Talent 1 0.0000000124976 64
## - adj_o 1 0.0000000132313 64
## - TOVper 1 0.0000000143575 64
## - Orebper 1 0.0000000150756 64
## - EliteSOS 1 0.0000000151133 64
## - Ftper 1 0.0000000155779 64
## - PPPOff 1 0.0000000161631 64
## - adj_d 1 0.0000000166532 64
## <none> 0.0000000092407 66## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=64
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## eFGD. + FTRate + FTRateD + TOVper + Orebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + OpAstper +
## Adj.T + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Op.Ftper 1 0.0000000097222 62
## - twoPperD 1 0.0000000098598 62
## - threePperD 1 0.0000000099463 62
## - eFGD. 1 0.0000000099751 62
## - nc_elite_sos 1 0.0000000102231 62
## - RawT 1 0.0000000105507 62
## - Blkedper 1 0.0000000105526 62
## - FTRate 1 0.0000000105804 62
## - adj_t 1 0.0000000106133 62
## - FTRateD 1 0.0000000108028 62
## - adj_d_rk 1 0.0000000111384 62
## - adj_t_rk 1 0.0000000112916 62
## - barthag_rk 1 0.0000000113972 62
## - Adj.T 1 0.0000000116073 62
## - threePper 1 0.0000000116817 62
## - nc_fut_sos 1 0.0000000118213 62
## - twoPper 1 0.0000000119631 62
## - barthag 1 0.0000000120545 62
## - Blkper 1 0.0000000121937 62
## - adj_o_rk 1 0.0000000123174 62
## - PPPDef 1 0.0000000131453 62
## - adj_o 1 0.0000000132925 62
## - OpAstper 1 0.0000000139919 62
## - Talent 1 0.0000000143967 62
## - TOVper 1 0.0000000145878 62
## - Orebper 1 0.0000000157107 62
## - wab 1 0.0000000158670 62
## - PPPOff 1 0.0000000162695 62
## - EliteSOS 1 0.0000000163249 62
## - adj_d 1 0.0000000166480 62
## - Ftper 1 0.0000000169221 62
## <none> 0.0000000095790 64## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=62
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## eFGD. + FTRate + FTRateD + TOVper + Orebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + OpAstper +
## Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPperD 1 0.0000000098355 60
## - eFGD. 1 0.0000000099178 60
## - threePperD 1 0.0000000099287 60
## - nc_elite_sos 1 0.0000000101722 60
## - FTRate 1 0.0000000105583 60
## - Blkedper 1 0.0000000105847 60
## - FTRateD 1 0.0000000107811 60
## - adj_t 1 0.0000000109149 60
## - RawT 1 0.0000000113444 60
## - adj_d_rk 1 0.0000000114117 60
## - adj_t_rk 1 0.0000000115015 60
## - threePper 1 0.0000000118657 60
## - nc_fut_sos 1 0.0000000118695 60
## - barthag_rk 1 0.0000000120588 60
## - Blkper 1 0.0000000121345 60
## - twoPper 1 0.0000000123130 60
## - Adj.T 1 0.0000000124843 60
## - barthag 1 0.0000000132335 60
## - OpAstper 1 0.0000000140146 60
## - PPPDef 1 0.0000000141666 60
## - adj_o_rk 1 0.0000000144891 60
## - Talent 1 0.0000000146785 60
## - TOVper 1 0.0000000146976 60
## - adj_o 1 0.0000000148701 60
## - Orebper 1 0.0000000157104 60
## - PPPOff 1 0.0000000164196 60
## - Ftper 1 0.0000000168668 60
## - EliteSOS 1 0.0000000173697 60
## - adj_d 1 0.0000000174056 60
## - wab 1 0.0000000188813 60
## <none> 0.0000000097222 62## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=60
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## eFGD. + FTRate + FTRateD + TOVper + Orebper + RawT + twoPper +
## threePper + threePperD + Blkper + Blkedper + OpAstper + Adj.T +
## Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFGD. 1 0.0000000101137 58
## - threePperD 1 0.0000000101561 58
## - nc_elite_sos 1 0.0000000102946 58
## - FTRate 1 0.0000000105825 58
## - Blkedper 1 0.0000000106715 58
## - FTRateD 1 0.0000000108625 58
## - adj_t 1 0.0000000109133 58
## - adj_d_rk 1 0.0000000117369 58
## - RawT 1 0.0000000119655 58
## - threePper 1 0.0000000120249 58
## - Blkper 1 0.0000000121256 58
## - nc_fut_sos 1 0.0000000124996 58
## - Adj.T 1 0.0000000125163 58
## - adj_t_rk 1 0.0000000125771 58
## - barthag_rk 1 0.0000000126193 58
## - twoPper 1 0.0000000129896 58
## - OpAstper 1 0.0000000141101 58
## - barthag 1 0.0000000142438 58
## - adj_o_rk 1 0.0000000146134 58
## - Talent 1 0.0000000146998 58
## - TOVper 1 0.0000000151411 58
## - adj_o 1 0.0000000156767 58
## - PPPDef 1 0.0000000166430 58
## - PPPOff 1 0.0000000167550 58
## - Orebper 1 0.0000000168866 58
## - Ftper 1 0.0000000170544 58
## - adj_d 1 0.0000000189501 58
## - EliteSOS 1 0.0000000190915 58
## - wab 1 0.0000000191689 58
## <none> 0.0000000098355 60## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=58
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + threePper +
## threePperD + Blkper + Blkedper + OpAstper + Adj.T + Talent +
## Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePperD 1 0.000000010300 56
## - nc_elite_sos 1 0.000000010608 56
## - Blkedper 1 0.000000010797 56
## - FTRate 1 0.000000011008 56
## - adj_t 1 0.000000011156 56
## - FTRateD 1 0.000000011448 56
## - adj_d_rk 1 0.000000011801 56
## - Blkper 1 0.000000012224 56
## - Adj.T 1 0.000000012430 56
## - nc_fut_sos 1 0.000000012730 56
## - threePper 1 0.000000012785 56
## - RawT 1 0.000000013103 56
## - twoPper 1 0.000000013217 56
## - barthag_rk 1 0.000000013229 56
## - adj_t_rk 1 0.000000013465 56
## - OpAstper 1 0.000000014160 56
## - barthag 1 0.000000014895 56
## - adj_o_rk 1 0.000000015125 56
## - adj_o 1 0.000000016053 56
## - Talent 1 0.000000016089 56
## - TOVper 1 0.000000017437 56
## - Orebper 1 0.000000017722 56
## - PPPDef 1 0.000000018404 56
## - adj_d 1 0.000000019046 56
## - EliteSOS 1 0.000000019348 56
## - wab 1 0.000000019467 56
## - Ftper 1 0.000000019515 56
## - PPPOff 1 0.000000019700 56
## <none> 0.000000010114 58## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=56
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + threePper +
## Blkper + Blkedper + OpAstper + Adj.T + Talent + Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkedper 1 0.000000010918 54
## - adj_t 1 0.000000011152 54
## - FTRate 1 0.000000011286 54
## - nc_elite_sos 1 0.000000011352 54
## - FTRateD 1 0.000000011466 54
## - adj_d_rk 1 0.000000012114 54
## - Blkper 1 0.000000012367 54
## - Adj.T 1 0.000000012398 54
## - threePper 1 0.000000012880 54
## - RawT 1 0.000000013041 54
## - twoPper 1 0.000000013322 54
## - barthag_rk 1 0.000000013488 54
## - adj_t_rk 1 0.000000013540 54
## - nc_fut_sos 1 0.000000014047 54
## - OpAstper 1 0.000000014147 54
## - barthag 1 0.000000014915 54
## - adj_o_rk 1 0.000000015114 54
## - Talent 1 0.000000016016 54
## - TOVper 1 0.000000017597 54
## - adj_o 1 0.000000017642 54
## - Orebper 1 0.000000018043 54
## - EliteSOS 1 0.000000019283 54
## - adj_d 1 0.000000019439 54
## - Ftper 1 0.000000019604 54
## - PPPOff 1 0.000000019933 54
## - wab 1 0.000000020245 54
## - PPPDef 1 0.000000020820 54
## <none> 0.000000010300 56## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=54
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + threePper +
## Blkper + OpAstper + Adj.T + Talent + Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_elite_sos 1 0.000000011379 52
## - FTRate 1 0.000000012032 52
## - FTRateD 1 0.000000013070 52
## - RawT 1 0.000000013253 52
## - threePper 1 0.000000013390 52
## - adj_d_rk 1 0.000000013485 52
## - adj_t_rk 1 0.000000013695 52
## - adj_t 1 0.000000013818 52
## - OpAstper 1 0.000000014171 52
## - Blkper 1 0.000000014608 52
## - nc_fut_sos 1 0.000000014661 52
## - twoPper 1 0.000000015124 52
## - adj_o_rk 1 0.000000015428 52
## - barthag_rk 1 0.000000015966 52
## - Adj.T 1 0.000000017003 52
## - Talent 1 0.000000017050 52
## - adj_o 1 0.000000017753 52
## - TOVper 1 0.000000018067 52
## - barthag 1 0.000000018429 52
## - EliteSOS 1 0.000000019616 52
## - Orebper 1 0.000000019990 52
## - PPPOff 1 0.000000021035 52
## - Ftper 1 0.000000021074 52
## - PPPDef 1 0.000000022853 52
## - wab 1 0.000000024196 52
## - adj_d 1 0.000000034347 52
## <none> 0.000000010918 54## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=52
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_fut_sos + FTRate +
## FTRateD + TOVper + Orebper + RawT + twoPper + threePper +
## Blkper + OpAstper + Adj.T + Talent + Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRate 1 0.000000012097 50
## - adj_d_rk 1 0.000000013490 50
## - FTRateD 1 0.000000013708 50
## - RawT 1 0.000000013710 50
## - adj_t_rk 1 0.000000013760 50
## - threePper 1 0.000000013939 50
## - adj_t 1 0.000000014006 50
## - OpAstper 1 0.000000014705 50
## - twoPper 1 0.000000015423 50
## - nc_fut_sos 1 0.000000015450 50
## - adj_o_rk 1 0.000000015965 50
## - barthag_rk 1 0.000000015998 50
## - Blkper 1 0.000000016097 50
## - Adj.T 1 0.000000017310 50
## - Talent 1 0.000000017641 50
## - adj_o 1 0.000000018287 50
## - barthag 1 0.000000018925 50
## - TOVper 1 0.000000019664 50
## - Orebper 1 0.000000020865 50
## - PPPOff 1 0.000000021136 50
## - Ftper 1 0.000000021197 50
## - PPPDef 1 0.000000023285 50
## - EliteSOS 1 0.000000023912 50
## - wab 1 0.000000027730 50
## - adj_d 1 0.000000036601 50
## <none> 0.000000011379 52## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=50
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_fut_sos + FTRateD +
## TOVper + Orebper + RawT + twoPper + threePper + Blkper +
## OpAstper + Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRateD 1 0.000000013734 48
## - RawT 1 0.000000013852 48
## - threePper 1 0.000000013984 48
## - adj_d_rk 1 0.000000014276 48
## - adj_t 1 0.000000014362 48
## - OpAstper 1 0.000000014757 48
## - adj_t_rk 1 0.000000015157 48
## - twoPper 1 0.000000015494 48
## - nc_fut_sos 1 0.000000015857 48
## - adj_o_rk 1 0.000000016063 48
## - Blkper 1 0.000000016142 48
## - barthag_rk 1 0.000000016813 48
## - Adj.T 1 0.000000017345 48
## - Talent 1 0.000000017740 48
## - adj_o 1 0.000000018207 48
## - barthag 1 0.000000019314 48
## - TOVper 1 0.000000019462 48
## - Orebper 1 0.000000021097 48
## - Ftper 1 0.000000021272 48
## - PPPOff 1 0.000000021344 48
## - EliteSOS 1 0.000000025530 48
## - PPPDef 1 0.000000027126 48
## - wab 1 0.000000031017 48
## - adj_d 1 0.000000039439 48
## <none> 0.000000012097 50## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=48
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_fut_sos + TOVper +
## Orebper + RawT + twoPper + threePper + Blkper + OpAstper +
## Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t 1 0.000000014328 46
## - adj_t_rk 1 0.000000015146 46
## - OpAstper 1 0.000000015312 46
## - adj_o_rk 1 0.000000016056 46
## - adj_d_rk 1 0.000000016704 46
## - Blkper 1 0.000000017518 46
## - Talent 1 0.000000017971 46
## - nc_fut_sos 1 0.000000018513 46
## - Adj.T 1 0.000000019810 46
## - adj_o 1 0.000000020612 46
## - RawT 1 0.000000022535 46
## - threePper 1 0.000000022779 46
## - twoPper 1 0.000000022920 46
## - barthag_rk 1 0.000000026020 46
## - Ftper 1 0.000000028538 46
## - barthag 1 0.000000028669 46
## - Orebper 1 0.000000034330 46
## - PPPOff 1 0.000000038381 46
## - TOVper 1 0.000000038592 46
## - EliteSOS 1 0.000000044078 46
## - wab 1 0.000000048337 46
## - PPPDef 1 0.000000049122 46
## - adj_d 1 0.000000113776 46
## <none> 0.000000013734 48## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=46
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t_rk + wab + nc_fut_sos + TOVper + Orebper +
## RawT + twoPper + threePper + Blkper + OpAstper + Adj.T +
## Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t_rk 1 0.000000015132 44
## - OpAstper 1 0.000000016038 44
## - adj_o_rk 1 0.000000016893 44
## - Blkper 1 0.000000017407 44
## - adj_d_rk 1 0.000000017858 44
## - Talent 1 0.000000018416 44
## - nc_fut_sos 1 0.000000018639 44
## - Adj.T 1 0.000000019876 44
## - adj_o 1 0.000000020645 44
## - RawT 1 0.000000023797 44
## - threePper 1 0.000000026043 44
## - barthag_rk 1 0.000000028163 44
## - barthag 1 0.000000029280 44
## - twoPper 1 0.000000032542 44
## - Ftper 1 0.000000038031 44
## - EliteSOS 1 0.000000043914 44
## - PPPOff 1 0.000000048914 44
## - PPPDef 1 0.000000058212 44
## - Orebper 1 0.000000066334 44
## - TOVper 1 0.000000070955 44
## - wab 1 0.000000074004 44
## - adj_d 1 0.000000112938 44
## <none> 0.000000014328 46## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=44
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + wab + nc_fut_sos + TOVper + Orebper + RawT + twoPper +
## threePper + Blkper + OpAstper + Adj.T + Talent + Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpAstper 1 0.000000016465 42
## - adj_d_rk 1 0.000000017751 42
## - adj_o_rk 1 0.000000018235 42
## - Talent 1 0.000000019508 42
## - adj_o 1 0.000000020473 42
## - nc_fut_sos 1 0.000000021712 42
## - Blkper 1 0.000000025678 42
## - Adj.T 1 0.000000027176 42
## - threePper 1 0.000000027437 42
## - RawT 1 0.000000027959 42
## - barthag_rk 1 0.000000028918 42
## - barthag 1 0.000000030047 42
## - twoPper 1 0.000000032719 42
## - Ftper 1 0.000000038164 42
## - EliteSOS 1 0.000000046984 42
## - PPPOff 1 0.000000052515 42
## - PPPDef 1 0.000000063659 42
## - Orebper 1 0.000000065672 42
## - TOVper 1 0.000000070018 42
## - wab 1 0.000000073831 42
## - adj_d 1 0.000000111056 42
## <none> 0.000000015132 44## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=42
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + wab + nc_fut_sos + TOVper + Orebper + RawT + twoPper +
## threePper + Blkper + Adj.T + Talent + Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d_rk 1 0.000000019292 40
## - adj_o 1 0.000000020406 40
## - Talent 1 0.000000020518 40
## - adj_o_rk 1 0.000000023259 40
## - nc_fut_sos 1 0.000000024044 40
## - Blkper 1 0.000000026455 40
## - Adj.T 1 0.000000027512 40
## - threePper 1 0.000000027536 40
## - RawT 1 0.000000028057 40
## - barthag_rk 1 0.000000029126 40
## - barthag 1 0.000000029989 40
## - twoPper 1 0.000000032752 40
## - Ftper 1 0.000000040137 40
## - PPPOff 1 0.000000052542 40
## - EliteSOS 1 0.000000058889 40
## - PPPDef 1 0.000000062309 40
## - Orebper 1 0.000000065264 40
## - TOVper 1 0.000000077032 40
## - wab 1 0.000000113289 40
## - adj_d 1 0.000000114920 40
## <none> 0.000000016465 42## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=40
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## wab + nc_fut_sos + TOVper + Orebper + RawT + twoPper + threePper +
## Blkper + Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o 1 0.000000021518 38
## - Talent 1 0.000000022984 38
## - adj_o_rk 1 0.000000025455 38
## - Blkper 1 0.000000033213 38
## - nc_fut_sos 1 0.000000033569 38
## - barthag_rk 1 0.000000037014 38
## - threePper 1 0.000000041040 38
## - barthag 1 0.000000041341 38
## - twoPper 1 0.000000044485 38
## - Adj.T 1 0.000000056315 38
## - RawT 1 0.000000057517 38
## - EliteSOS 1 0.000000060763 38
## - Ftper 1 0.000000063955 38
## - PPPOff 1 0.000000066618 38
## - PPPDef 1 0.000000091867 38
## - adj_d 1 0.000000119153 38
## - Orebper 1 0.000000154658 38
## - wab 1 0.000000154777 38
## - TOVper 1 0.000000193368 38
## <none> 0.000000019292 40## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=38
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_d + wab +
## nc_fut_sos + TOVper + Orebper + RawT + twoPper + threePper +
## Blkper + Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Talent 1 0.000000025069 36
## - adj_o_rk 1 0.000000027113 36
## - Blkper 1 0.000000032912 36
## - barthag_rk 1 0.000000036161 36
## - barthag 1 0.000000041204 36
## - threePper 1 0.000000049295 36
## - nc_fut_sos 1 0.000000050302 36
## - twoPper 1 0.000000052567 36
## - PPPOff 1 0.000000064624 36
## - EliteSOS 1 0.000000071387 36
## - RawT 1 0.000000078002 36
## - Adj.T 1 0.000000078571 36
## - PPPDef 1 0.000000115041 36
## - Ftper 1 0.000000123759 36
## - adj_d 1 0.000000131432 36
## - Orebper 1 0.000000148756 36
## - TOVper 1 0.000000159668 36
## - wab 1 0.000000213897 36
## <none> 0.000000021518 38## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=36
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_d + wab +
## nc_fut_sos + TOVper + Orebper + RawT + twoPper + threePper +
## Blkper + Adj.T + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o_rk 1 0.000000029326 34
## - Blkper 1 0.000000035456 34
## - barthag_rk 1 0.000000045777 34
## - barthag 1 0.000000049380 34
## - nc_fut_sos 1 0.000000051012 34
## - threePper 1 0.000000058133 34
## - twoPper 1 0.000000064690 34
## - EliteSOS 1 0.000000076995 34
## - PPPOff 1 0.000000078042 34
## - RawT 1 0.000000085064 34
## - Adj.T 1 0.000000095094 34
## - PPPDef 1 0.000000116606 34
## - Ftper 1 0.000000144698 34
## - Orebper 1 0.000000156180 34
## - adj_d 1 0.000000159824 34
## - TOVper 1 0.000000162600 34
## - wab 1 0.000000217196 34
## <none> 0.000000025069 36## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=34
## conf_winner ~ barthag + barthag_rk + adj_d + wab + nc_fut_sos +
## TOVper + Orebper + RawT + twoPper + threePper + Blkper +
## Adj.T + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkper 1 0.000 32.000
## - barthag_rk 1 0.000 32.000
## - barthag 1 0.000 32.000
## - nc_fut_sos 1 0.000 32.000
## - PPPDef 1 0.000 32.000
## - adj_d 1 0.000 32.000
## - twoPper 1 0.000 32.000
## - threePper 1 0.000 32.000
## - RawT 1 0.000 32.000
## - Adj.T 1 0.000 32.000
## - EliteSOS 1 0.000 32.000
## - wab 1 0.000 32.000
## - PPPOff 1 0.000 32.000
## - TOVper 1 0.000 32.000
## - Orebper 1 0.000 32.000
## <none> 0.000 34.000
## - Ftper 1 18.849 50.849## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=32
## conf_winner ~ barthag + barthag_rk + adj_d + wab + nc_fut_sos +
## TOVper + Orebper + RawT + twoPper + threePper + Adj.T + Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag_rk 1 0.000 30.000
## - barthag 1 0.000 30.000
## - nc_fut_sos 1 0.000 30.000
## - PPPDef 1 0.000 30.000
## - RawT 1 0.000 30.000
## - EliteSOS 1 0.000 30.000
## - adj_d 1 0.000 30.000
## - Adj.T 1 0.000 30.000
## - wab 1 0.000 30.000
## - threePper 1 0.000 30.000
## - twoPper 1 0.000 30.000
## <none> 0.000 32.000
## - PPPOff 1 17.910 47.910
## - Ftper 1 20.438 50.438
## - TOVper 1 23.876 53.876
## - Orebper 1 24.712 54.712## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=30
## conf_winner ~ barthag + adj_d + wab + nc_fut_sos + TOVper + Orebper +
## RawT + twoPper + threePper + Adj.T + Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag 1 0.000 28.000
## - nc_fut_sos 1 0.000 28.000
## - RawT 1 0.000 28.000
## - Adj.T 1 0.000 28.000
## - adj_d 1 0.000 28.000
## <none> 0.000 30.000
## - PPPDef 1 13.463 41.463
## - wab 1 19.548 47.548
## - threePper 1 25.276 53.276
## - twoPper 1 26.216 54.216
## - Ftper 1 26.977 54.977
## - EliteSOS 1 28.773 56.773
## - TOVper 1 30.088 58.088
## - PPPOff 1 31.169 59.169
## - Orebper 1 32.374 60.374## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=28
## conf_winner ~ adj_d + wab + nc_fut_sos + TOVper + Orebper + RawT +
## twoPper + threePper + Adj.T + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_fut_sos 1 0.000 26.000
## - RawT 1 0.000 26.000
## - Adj.T 1 0.000 26.000
## <none> 0.000 28.000
## - adj_d 1 12.300 38.300
## - PPPDef 1 14.162 40.162
## - threePper 1 25.998 51.998
## - Ftper 1 27.116 53.116
## - twoPper 1 27.219 53.219
## - wab 1 28.497 54.497
## - EliteSOS 1 29.424 55.424
## - TOVper 1 30.711 56.711
## - PPPOff 1 31.409 57.409
## - Orebper 1 33.210 59.210## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=26
## conf_winner ~ adj_d + wab + TOVper + Orebper + RawT + twoPper +
## threePper + Adj.T + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - RawT 1 0.000 24.000
## <none> 0.000 26.000
## - adj_d 1 12.358 36.358
## - Adj.T 1 14.086 38.086
## - PPPDef 1 15.340 39.340
## - threePper 1 26.506 50.506
## - twoPper 1 30.039 54.039
## - EliteSOS 1 30.136 54.136
## - Ftper 1 30.616 54.616
## - PPPOff 1 32.628 56.628
## - wab 1 32.773 56.773
## - TOVper 1 33.319 57.319
## - Orebper 1 34.977 58.977## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=24
## conf_winner ~ adj_d + wab + TOVper + Orebper + twoPper + threePper +
## Adj.T + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## <none> 0.000 24.000
## - Adj.T 1 16.083 38.083
## - adj_d 1 20.225 42.225
## - PPPDef 1 22.051 44.051
## - threePper 1 26.814 48.814
## - twoPper 1 30.053 52.053
## - Ftper 1 30.649 52.649
## - PPPOff 1 32.629 54.629
## - EliteSOS 1 33.065 55.065
## - TOVper 1 33.347 55.347
## - Orebper 1 34.978 56.978
## - wab 1 36.261 58.261summary(ACC.lm.backward)##
## Call:
## glm(formula = conf_winner ~ adj_d + wab + TOVper + Orebper +
## twoPper + threePper + Adj.T + Ftper + PPPOff + PPPDef + EliteSOS,
## family = "binomial", data = ACC_train.df, na.action = na.exclude)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 44203.92 877216.06 0.050 0.960
## adj_d -619.19 12460.17 -0.050 0.960
## wab 898.54 17811.15 0.050 0.960
## TOVper -2219.95 44002.58 -0.050 0.960
## Orebper 1206.89 23939.35 0.050 0.960
## twoPper 1088.58 21560.22 0.050 0.960
## threePper 837.21 16547.00 0.051 0.960
## Adj.T -50.03 1086.84 -0.046 0.963
## Ftper 380.57 7549.26 0.050 0.960
## PPPOff -148380.21 2935717.61 -0.051 0.960
## PPPDef 78395.50 1569482.50 0.050 0.960
## EliteSOS -548.24 10917.88 -0.050 0.960
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 87.7572393490 on 176 degrees of freedom
## Residual deviance: 0.0000096845 on 165 degrees of freedom
## AIC: 24
##
## Number of Fisher Scoring iterations: 25#accuracy
ACC.lm.back.pred <- predict(ACC.lm.backward, ACC_valid.df, na.action = na.pass)
accuracy(ACC.lm.back.pred, ACC_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set 4016.523 5370.155 4672.536 NaN InfBased on the backward selection, it is important to note that the variables selected from our function are adj_d, wab, TOVper, Orebper, twoPper, threePper, Adj.T, Ftper, PPPOff, PPPDef, EliteSOS. As stated before, positive coefficients increase the likelihood of being a conference winner while negative coefficients decrease the likelihood of being a conference winner. None of the coefficients for the predictors are statistically significant, as indicated by the p-values (all greater than 0.05). The AIC is 24 which is very low, providing a measure of model fit. A lower AIC indicates a better-fitting model. The intercept has a very large positive value, indicating an extreme estimate. This could be a result of multicollinearity or other issues in model estimation.
Forward Selection
ACC.lm.null <- lm(conf_winner ~ 1, data = ACC_train.df, na.action = na.exclude)
ACC.lm.forward <- step(ACC.lm.null, direction = 'forward', scope = list(lower = ACC.lm.null, upper = ACC.lm))## Start: AIC=-486.78
## conf_winner ~ 1
##
## Df Sum of Sq RSS AIC
## + wab 1 1.90232 9.2841 -517.77
## + adj_d 1 1.00336 10.1831 -501.41
## + PPPOff 1 0.99411 10.1923 -501.25
## + adj_o 1 0.94377 10.2427 -500.38
## + PPPDef 1 0.93153 10.2549 -500.17
## + barthag 1 0.89064 10.2958 -499.46
## + barthag_rk 1 0.86545 10.3210 -499.03
## + eFGD. 1 0.68632 10.5001 -495.98
## + twoPperD 1 0.67776 10.5087 -495.84
## + adj_o_rk 1 0.60547 10.5810 -494.63
## + TOVper 1 0.59355 10.5929 -494.43
## + adj_d_rk 1 0.56158 10.6249 -493.89
## + Talent 1 0.52597 10.6605 -493.30
## + Orebper 1 0.49967 10.6868 -492.86
## + Blkedper 1 0.48910 10.6973 -492.69
## + nc_fut_sos 1 0.40999 10.7765 -491.39
## + nc_cur_sos 1 0.40999 10.7765 -491.39
## + FTRateD 1 0.38179 10.8046 -490.92
## + ov_fut_sos 1 0.37245 10.8140 -490.77
## + ov_cur_sos 1 0.37245 10.8140 -490.77
## + threePRate 1 0.36415 10.8223 -490.63
## + nc_elite_sos 1 0.31831 10.8681 -489.89
## + OpAstper 1 0.29480 10.8916 -489.50
## + AvgHgt 1 0.29151 10.8949 -489.45
## + threePperD 1 0.26387 10.9226 -489.00
## + Op.Ftper 1 0.25939 10.9270 -488.93
## + eFG 1 0.21291 10.9735 -488.18
## + threePper 1 0.21235 10.9741 -488.17
## + Ftper 1 0.18195 11.0045 -487.68
## + Blkper 1 0.17596 11.0105 -487.58
## + EffHgt 1 0.16913 11.0173 -487.47
## + OpORebper 1 0.15450 11.0319 -487.24
## + twoPper 1 0.13007 11.0564 -486.85
## <none> 11.1864 -486.78
## + ov_elite_sos 1 0.09818 11.0883 -486.34
## + EliteSOS 1 0.07679 11.1096 -486.00
## + Exp 1 0.05252 11.1339 -485.61
## + TOVperD 1 0.03906 11.1474 -485.40
## + Adj.T 1 0.01750 11.1689 -485.05
## + Astper 1 0.01059 11.1759 -484.94
## + RawT 1 0.01056 11.1759 -484.94
## + adj_t 1 0.00716 11.1793 -484.89
## + FTRate 1 0.00667 11.1798 -484.88
## + threePRateD 1 0.00470 11.1817 -484.85
## + adj_t_rk 1 0.00254 11.1839 -484.82
##
## Step: AIC=-517.77
## conf_winner ~ wab
##
## Df Sum of Sq RSS AIC
## + barthag 1 0.52809 8.7560 -526.13
## + barthag_rk 1 0.51294 8.7712 -525.83
## + threePRate 1 0.16820 9.1159 -519.00
## + FTRateD 1 0.16709 9.1170 -518.98
## + twoPper 1 0.14560 9.1385 -518.57
## + AvgHgt 1 0.14461 9.1395 -518.55
## + eFG 1 0.13162 9.1525 -518.30
## + EliteSOS 1 0.12317 9.1610 -518.13
## <none> 9.2841 -517.77
## + ov_elite_sos 1 0.10111 9.1830 -517.71
## + adj_o_rk 1 0.09273 9.1914 -517.55
## + Adj.T 1 0.08884 9.1953 -517.47
## + RawT 1 0.08540 9.1987 -517.40
## + adj_t 1 0.08428 9.1998 -517.38
## + adj_d_rk 1 0.07756 9.2066 -517.25
## + EffHgt 1 0.06502 9.2191 -517.01
## + TOVper 1 0.06485 9.2193 -517.01
## + Blkedper 1 0.05634 9.2278 -516.85
## + Op.Ftper 1 0.04925 9.2349 -516.71
## + FTRate 1 0.04050 9.2436 -516.54
## + twoPperD 1 0.03497 9.2492 -516.44
## + OpORebper 1 0.03286 9.2513 -516.40
## + TOVperD 1 0.03202 9.2521 -516.38
## + threePRateD 1 0.02694 9.2572 -516.28
## + threePperD 1 0.02327 9.2608 -516.21
## + adj_t_rk 1 0.02148 9.2626 -516.18
## + Ftper 1 0.01477 9.2694 -516.05
## + PPPDef 1 0.01418 9.2699 -516.04
## + nc_fut_sos 1 0.01308 9.2710 -516.02
## + nc_cur_sos 1 0.01308 9.2710 -516.02
## + Orebper 1 0.01209 9.2720 -516.00
## + adj_o 1 0.01103 9.2731 -515.98
## + Blkper 1 0.01068 9.2734 -515.97
## + adj_d 1 0.00968 9.2744 -515.95
## + threePper 1 0.00704 9.2771 -515.90
## + eFGD. 1 0.00601 9.2781 -515.88
## + PPPOff 1 0.00455 9.2796 -515.86
## + Astper 1 0.00354 9.2806 -515.84
## + Talent 1 0.00216 9.2820 -515.81
## + Exp 1 0.00146 9.2827 -515.80
## + ov_fut_sos 1 0.00074 9.2834 -515.78
## + ov_cur_sos 1 0.00074 9.2834 -515.78
## + nc_elite_sos 1 0.00052 9.2836 -515.78
## + OpAstper 1 0.00012 9.2840 -515.77
##
## Step: AIC=-526.13
## conf_winner ~ wab + barthag
##
## Df Sum of Sq RSS AIC
## + threePRate 1 0.194753 8.5613 -528.12
## + Blkedper 1 0.137776 8.6183 -526.94
## + EliteSOS 1 0.123836 8.6322 -526.66
## + Adj.T 1 0.120028 8.6360 -526.58
## + AvgHgt 1 0.111657 8.6444 -526.41
## + FTRateD 1 0.108609 8.6474 -526.34
## + adj_t 1 0.107733 8.6483 -526.33
## + twoPperD 1 0.105168 8.6509 -526.27
## + ov_elite_sos 1 0.104844 8.6512 -526.27
## + RawT 1 0.102407 8.6536 -526.22
## <none> 8.7560 -526.13
## + twoPper 1 0.090594 8.6654 -525.97
## + adj_d 1 0.085022 8.6710 -525.86
## + Orebper 1 0.081349 8.6747 -525.79
## + PPPDef 1 0.074662 8.6814 -525.65
## + TOVper 1 0.069352 8.6867 -525.54
## + eFG 1 0.066741 8.6893 -525.49
## + eFGD. 1 0.051315 8.7047 -525.17
## + FTRate 1 0.050213 8.7058 -525.15
## + EffHgt 1 0.038489 8.7175 -524.91
## + OpORebper 1 0.034130 8.7219 -524.83
## + adj_t_rk 1 0.032307 8.7237 -524.79
## + Blkper 1 0.026228 8.7298 -524.66
## + threePRateD 1 0.025447 8.7306 -524.65
## + Op.Ftper 1 0.023729 8.7323 -524.61
## + Exp 1 0.020803 8.7352 -524.55
## + PPPOff 1 0.015641 8.7404 -524.45
## + Talent 1 0.010615 8.7454 -524.35
## + nc_fut_sos 1 0.009151 8.7469 -524.32
## + nc_cur_sos 1 0.009151 8.7469 -524.32
## + TOVperD 1 0.007693 8.7483 -524.29
## + adj_o 1 0.007289 8.7487 -524.28
## + Ftper 1 0.005711 8.7503 -524.25
## + threePperD 1 0.005235 8.7508 -524.24
## + nc_elite_sos 1 0.003598 8.7524 -524.21
## + adj_o_rk 1 0.002609 8.7534 -524.19
## + Astper 1 0.002302 8.7537 -524.18
## + ov_fut_sos 1 0.001983 8.7541 -524.17
## + ov_cur_sos 1 0.001983 8.7541 -524.17
## + OpAstper 1 0.001902 8.7541 -524.17
## + adj_d_rk 1 0.000340 8.7557 -524.14
## + barthag_rk 1 0.000133 8.7559 -524.14
## + threePper 1 0.000001 8.7560 -524.13
##
## Step: AIC=-528.12
## conf_winner ~ wab + barthag + threePRate
##
## Df Sum of Sq RSS AIC
## + TOVper 1 0.214380 8.3469 -530.60
## + FTRateD 1 0.210094 8.3512 -530.51
## + FTRate 1 0.199106 8.3622 -530.28
## + adj_t 1 0.153744 8.4075 -529.32
## + RawT 1 0.141601 8.4197 -529.07
## + Adj.T 1 0.140357 8.4209 -529.04
## + EliteSOS 1 0.118499 8.4428 -528.58
## + ov_elite_sos 1 0.112346 8.4489 -528.45
## + adj_t_rk 1 0.107735 8.4535 -528.36
## <none> 8.5613 -528.12
## + OpORebper 1 0.086795 8.4745 -527.92
## + Ftper 1 0.080572 8.4807 -527.79
## + threePRateD 1 0.075048 8.4862 -527.67
## + AvgHgt 1 0.062655 8.4986 -527.42
## + Blkedper 1 0.060314 8.5010 -527.37
## + PPPOff 1 0.054702 8.5066 -527.25
## + Exp 1 0.052326 8.5090 -527.20
## + adj_o 1 0.048908 8.5124 -527.13
## + twoPper 1 0.037988 8.5233 -526.90
## + adj_d 1 0.027690 8.5336 -526.69
## + twoPperD 1 0.027520 8.5338 -526.69
## + PPPDef 1 0.027091 8.5342 -526.68
## + TOVperD 1 0.023557 8.5377 -526.60
## + adj_o_rk 1 0.023383 8.5379 -526.60
## + threePper 1 0.018356 8.5429 -526.50
## + threePperD 1 0.017681 8.5436 -526.48
## + nc_fut_sos 1 0.012415 8.5489 -526.37
## + nc_cur_sos 1 0.012415 8.5489 -526.37
## + EffHgt 1 0.010776 8.5505 -526.34
## + adj_d_rk 1 0.010756 8.5505 -526.34
## + eFG 1 0.008355 8.5529 -526.29
## + Op.Ftper 1 0.006885 8.5544 -526.26
## + eFGD. 1 0.004543 8.5567 -526.21
## + OpAstper 1 0.003399 8.5579 -526.19
## + Astper 1 0.002471 8.5588 -526.17
## + nc_elite_sos 1 0.002278 8.5590 -526.16
## + barthag_rk 1 0.001474 8.5598 -526.15
## + Orebper 1 0.000860 8.5604 -526.13
## + Talent 1 0.000281 8.5610 -526.12
## + Blkper 1 0.000019 8.5613 -526.12
## + ov_fut_sos 1 0.000006 8.5613 -526.12
## + ov_cur_sos 1 0.000006 8.5613 -526.12
##
## Step: AIC=-530.6
## conf_winner ~ wab + barthag + threePRate + TOVper
##
## Df Sum of Sq RSS AIC
## + adj_d 1 0.175156 8.1717 -532.36
## + PPPDef 1 0.141196 8.2057 -531.62
## + FTRate 1 0.116559 8.2303 -531.09
## + FTRateD 1 0.112243 8.2347 -531.00
## + AvgHgt 1 0.110374 8.2365 -530.96
## + twoPperD 1 0.109442 8.2375 -530.94
## + adj_t 1 0.101566 8.2453 -530.77
## <none> 8.3469 -530.60
## + Adj.T 1 0.091934 8.2550 -530.56
## + EliteSOS 1 0.085156 8.2617 -530.42
## + ov_elite_sos 1 0.083648 8.2633 -530.39
## + RawT 1 0.079033 8.2679 -530.29
## + eFGD. 1 0.063588 8.2833 -529.96
## + adj_t_rk 1 0.057754 8.2891 -529.83
## + Blkedper 1 0.050110 8.2968 -529.67
## + OpORebper 1 0.048184 8.2987 -529.63
## + threePRateD 1 0.046109 8.3008 -529.58
## + Orebper 1 0.034615 8.3123 -529.34
## + twoPper 1 0.034538 8.3124 -529.34
## + Op.Ftper 1 0.028633 8.3183 -529.21
## + Exp 1 0.021447 8.3255 -529.06
## + EffHgt 1 0.019554 8.3273 -529.02
## + Ftper 1 0.018253 8.3286 -528.99
## + Blkper 1 0.013793 8.3331 -528.90
## + eFG 1 0.012281 8.3346 -528.86
## + threePper 1 0.008571 8.3383 -528.79
## + nc_fut_sos 1 0.007846 8.3391 -528.77
## + nc_cur_sos 1 0.007846 8.3391 -528.77
## + nc_elite_sos 1 0.005518 8.3414 -528.72
## + Talent 1 0.003738 8.3432 -528.68
## + barthag_rk 1 0.003293 8.3436 -528.67
## + adj_d_rk 1 0.003219 8.3437 -528.67
## + OpAstper 1 0.001844 8.3451 -528.64
## + Astper 1 0.001674 8.3452 -528.64
## + ov_fut_sos 1 0.001154 8.3457 -528.63
## + ov_cur_sos 1 0.001154 8.3457 -528.63
## + threePperD 1 0.001137 8.3458 -528.63
## + adj_o_rk 1 0.000644 8.3463 -528.62
## + adj_o 1 0.000328 8.3466 -528.61
## + PPPOff 1 0.000037 8.3469 -528.60
## + TOVperD 1 0.000002 8.3469 -528.60
##
## Step: AIC=-532.36
## conf_winner ~ wab + barthag + threePRate + TOVper + adj_d
##
## Df Sum of Sq RSS AIC
## + adj_o 1 0.53571 7.6360 -542.36
## + adj_o_rk 1 0.28805 7.8837 -536.71
## + PPPOff 1 0.27626 7.8955 -536.44
## + adj_d_rk 1 0.27479 7.8970 -536.41
## + AvgHgt 1 0.13466 8.0371 -533.30
## <none> 8.1717 -532.36
## + FTRateD 1 0.09090 8.0808 -532.34
## + Orebper 1 0.08878 8.0830 -532.29
## + threePper 1 0.08049 8.0913 -532.11
## + Ftper 1 0.07635 8.0954 -532.02
## + ov_elite_sos 1 0.04700 8.1248 -531.38
## + EliteSOS 1 0.04601 8.1257 -531.36
## + FTRate 1 0.04468 8.1271 -531.33
## + Blkedper 1 0.03761 8.1341 -531.17
## + threePperD 1 0.03436 8.1374 -531.10
## + threePRateD 1 0.02926 8.1425 -530.99
## + adj_t 1 0.02908 8.1427 -530.99
## + TOVperD 1 0.02863 8.1431 -530.98
## + Exp 1 0.02829 8.1435 -530.97
## + eFG 1 0.02826 8.1435 -530.97
## + Adj.T 1 0.02624 8.1455 -530.93
## + EffHgt 1 0.02393 8.1478 -530.88
## + twoPperD 1 0.02155 8.1502 -530.83
## + RawT 1 0.01806 8.1537 -530.75
## + nc_fut_sos 1 0.01469 8.1571 -530.68
## + nc_cur_sos 1 0.01469 8.1571 -530.68
## + adj_t_rk 1 0.01203 8.1597 -530.62
## + ov_fut_sos 1 0.00859 8.1632 -530.54
## + ov_cur_sos 1 0.00859 8.1632 -530.54
## + OpORebper 1 0.00582 8.1659 -530.48
## + barthag_rk 1 0.00501 8.1667 -530.47
## + Op.Ftper 1 0.00482 8.1669 -530.46
## + Talent 1 0.00175 8.1700 -530.40
## + OpAstper 1 0.00169 8.1701 -530.39
## + nc_elite_sos 1 0.00136 8.1704 -530.39
## + eFGD. 1 0.00068 8.1711 -530.37
## + PPPDef 1 0.00018 8.1716 -530.36
## + Astper 1 0.00007 8.1717 -530.36
## + Blkper 1 0.00004 8.1717 -530.36
## + twoPper 1 0.00000 8.1717 -530.36
##
## Step: AIC=-542.36
## conf_winner ~ wab + barthag + threePRate + TOVper + adj_d + adj_o
##
## Df Sum of Sq RSS AIC
## + adj_d_rk 1 0.189008 7.4470 -544.80
## + FTRateD 1 0.162275 7.4738 -544.16
## + ov_elite_sos 1 0.161978 7.4741 -544.15
## + EliteSOS 1 0.157414 7.4786 -544.05
## + adj_o_rk 1 0.121451 7.5146 -543.20
## + threePRateD 1 0.108732 7.5273 -542.90
## + adj_t 1 0.101172 7.5349 -542.72
## <none> 7.6360 -542.36
## + Exp 1 0.079282 7.5568 -542.21
## + Adj.T 1 0.074770 7.5613 -542.10
## + AvgHgt 1 0.069284 7.5668 -541.97
## + RawT 1 0.063991 7.5720 -541.85
## + Ftper 1 0.057549 7.5785 -541.70
## + adj_t_rk 1 0.051072 7.5850 -541.55
## + Talent 1 0.048346 7.5877 -541.48
## + FTRate 1 0.043582 7.5925 -541.37
## + nc_elite_sos 1 0.039507 7.5965 -541.28
## + twoPperD 1 0.039199 7.5968 -541.27
## + threePperD 1 0.036190 7.5998 -541.20
## + Blkedper 1 0.032653 7.6034 -541.12
## + OpORebper 1 0.029778 7.6063 -541.05
## + TOVperD 1 0.028863 7.6072 -541.03
## + PPPDef 1 0.028536 7.6075 -541.02
## + ov_fut_sos 1 0.022821 7.6132 -540.89
## + ov_cur_sos 1 0.022821 7.6132 -540.89
## + EffHgt 1 0.019837 7.6162 -540.82
## + barthag_rk 1 0.018059 7.6180 -540.78
## + Blkper 1 0.009953 7.6261 -540.59
## + nc_fut_sos 1 0.006460 7.6296 -540.51
## + nc_cur_sos 1 0.006460 7.6296 -540.51
## + Op.Ftper 1 0.004763 7.6313 -540.47
## + eFGD. 1 0.003636 7.6324 -540.44
## + Orebper 1 0.002206 7.6338 -540.41
## + Astper 1 0.001737 7.6343 -540.40
## + twoPper 1 0.000900 7.6351 -540.38
## + eFG 1 0.000839 7.6352 -540.38
## + threePper 1 0.000374 7.6357 -540.37
## + OpAstper 1 0.000087 7.6359 -540.36
## + PPPOff 1 0.000000 7.6360 -540.36
##
## Step: AIC=-544.8
## conf_winner ~ wab + barthag + threePRate + TOVper + adj_d + adj_o +
## adj_d_rk
##
## Df Sum of Sq RSS AIC
## + ov_elite_sos 1 0.126082 7.3209 -545.82
## + threePRateD 1 0.125963 7.3211 -545.81
## + FTRateD 1 0.125078 7.3219 -545.79
## + EliteSOS 1 0.116011 7.3310 -545.57
## <none> 7.4470 -544.80
## + Exp 1 0.079429 7.3676 -544.69
## + nc_elite_sos 1 0.065766 7.3813 -544.37
## + Talent 1 0.061441 7.3856 -544.26
## + AvgHgt 1 0.058862 7.3882 -544.20
## + OpORebper 1 0.050772 7.3963 -544.01
## + adj_t 1 0.048582 7.3984 -543.95
## + barthag_rk 1 0.042385 7.4046 -543.81
## + FTRate 1 0.041511 7.4055 -543.78
## + adj_t_rk 1 0.040612 7.4064 -543.76
## + TOVperD 1 0.037924 7.4091 -543.70
## + Ftper 1 0.035969 7.4111 -543.65
## + threePperD 1 0.035611 7.4114 -543.64
## + twoPperD 1 0.035522 7.4115 -543.64
## + RawT 1 0.033729 7.4133 -543.60
## + Adj.T 1 0.033354 7.4137 -543.59
## + Blkedper 1 0.027273 7.4198 -543.44
## + PPPDef 1 0.022838 7.4242 -543.34
## + EffHgt 1 0.021967 7.4251 -543.32
## + ov_fut_sos 1 0.020804 7.4262 -543.29
## + ov_cur_sos 1 0.020804 7.4262 -543.29
## + nc_fut_sos 1 0.017770 7.4293 -543.22
## + nc_cur_sos 1 0.017770 7.4293 -543.22
## + Blkper 1 0.015150 7.4319 -543.16
## + adj_o_rk 1 0.012109 7.4349 -543.08
## + Orebper 1 0.008636 7.4384 -543.00
## + threePper 1 0.006716 7.4403 -542.95
## + eFG 1 0.004405 7.4426 -542.90
## + eFGD. 1 0.002195 7.4448 -542.85
## + Op.Ftper 1 0.001943 7.4451 -542.84
## + OpAstper 1 0.001804 7.4452 -542.84
## + PPPOff 1 0.000197 7.4468 -542.80
## + Astper 1 0.000177 7.4468 -542.80
## + twoPper 1 0.000046 7.4470 -542.80
##
## Step: AIC=-545.82
## conf_winner ~ wab + barthag + threePRate + TOVper + adj_d + adj_o +
## adj_d_rk + ov_elite_sos
##
## Df Sum of Sq RSS AIC
## + threePRateD 1 0.122092 7.1989 -546.79
## + FTRateD 1 0.097338 7.2236 -546.19
## <none> 7.3209 -545.82
## + AvgHgt 1 0.073960 7.2470 -545.61
## + Exp 1 0.062047 7.2589 -545.32
## + TOVperD 1 0.057923 7.2630 -545.22
## + threePperD 1 0.054268 7.2667 -545.13
## + ov_fut_sos 1 0.038004 7.2829 -544.74
## + ov_cur_sos 1 0.038004 7.2829 -544.74
## + barthag_rk 1 0.037207 7.2837 -544.72
## + OpORebper 1 0.035537 7.2854 -544.68
## + FTRate 1 0.033896 7.2870 -544.64
## + Talent 1 0.031608 7.2893 -544.58
## + adj_t_rk 1 0.030103 7.2908 -544.55
## + eFG 1 0.028620 7.2923 -544.51
## + adj_t 1 0.027179 7.2938 -544.48
## + PPPOff 1 0.025904 7.2950 -544.45
## + EffHgt 1 0.021205 7.2997 -544.33
## + Adj.T 1 0.019348 7.3016 -544.29
## + Ftper 1 0.019210 7.3017 -544.28
## + twoPperD 1 0.018877 7.3021 -544.27
## + RawT 1 0.018278 7.3027 -544.26
## + Orebper 1 0.014533 7.3064 -544.17
## + nc_elite_sos 1 0.013730 7.3072 -544.15
## + threePper 1 0.013431 7.3075 -544.14
## + Blkper 1 0.013356 7.3076 -544.14
## + Blkedper 1 0.010975 7.3100 -544.08
## + twoPper 1 0.009529 7.3114 -544.05
## + PPPDef 1 0.009143 7.3118 -544.04
## + adj_o_rk 1 0.005754 7.3152 -543.96
## + OpAstper 1 0.004799 7.3161 -543.93
## + EliteSOS 1 0.002987 7.3180 -543.89
## + Op.Ftper 1 0.002255 7.3187 -543.87
## + nc_fut_sos 1 0.001554 7.3194 -543.86
## + nc_cur_sos 1 0.001554 7.3194 -543.86
## + Astper 1 0.000559 7.3204 -543.83
## + eFGD. 1 0.000533 7.3204 -543.83
##
## Step: AIC=-546.79
## conf_winner ~ wab + barthag + threePRate + TOVper + adj_d + adj_o +
## adj_d_rk + ov_elite_sos + threePRateD
##
## Df Sum of Sq RSS AIC
## <none> 7.1989 -546.79
## + FTRateD 1 0.056297 7.1426 -546.18
## + threePperD 1 0.048978 7.1499 -546.00
## + TOVperD 1 0.047522 7.1513 -545.97
## + Exp 1 0.044676 7.1542 -545.90
## + adj_t 1 0.040638 7.1582 -545.80
## + AvgHgt 1 0.040627 7.1582 -545.80
## + Adj.T 1 0.040413 7.1584 -545.79
## + barthag_rk 1 0.040143 7.1587 -545.78
## + eFG 1 0.035350 7.1635 -545.67
## + RawT 1 0.031664 7.1672 -545.57
## + adj_t_rk 1 0.029528 7.1693 -545.52
## + twoPperD 1 0.026804 7.1720 -545.45
## + ov_fut_sos 1 0.025227 7.1736 -545.42
## + ov_cur_sos 1 0.025227 7.1736 -545.42
## + OpAstper 1 0.023830 7.1750 -545.38
## + Orebper 1 0.020618 7.1782 -545.30
## + Talent 1 0.020525 7.1783 -545.30
## + PPPOff 1 0.017982 7.1809 -545.24
## + twoPper 1 0.017853 7.1810 -545.23
## + Op.Ftper 1 0.017540 7.1813 -545.23
## + EffHgt 1 0.015265 7.1836 -545.17
## + PPPDef 1 0.011979 7.1869 -545.09
## + adj_o_rk 1 0.011821 7.1870 -545.09
## + nc_elite_sos 1 0.011680 7.1872 -545.08
## + threePper 1 0.009549 7.1893 -545.03
## + Ftper 1 0.006871 7.1920 -544.96
## + OpORebper 1 0.005521 7.1933 -544.93
## + FTRate 1 0.005261 7.1936 -544.92
## + Blkedper 1 0.004296 7.1946 -544.90
## + nc_fut_sos 1 0.001781 7.1971 -544.84
## + nc_cur_sos 1 0.001781 7.1971 -544.84
## + eFGD. 1 0.000575 7.1983 -544.81
## + Astper 1 0.000261 7.1986 -544.80
## + EliteSOS 1 0.000249 7.1986 -544.80
## + Blkper 1 0.000171 7.1987 -544.80#accuracy
ACC.lm.forward.pred <- predict(ACC.lm.forward, ACC_valid.df, na.action = na.pass)
accuracy(ACC.lm.forward.pred, ACC_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set -0.003741479 0.236967 0.1414503 NaN InfStepwise Selection
ACC.lm.stepwise <- step(ACC.lm, direction = 'both')## Start: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - ov_elite_sos 1 0.0000000083870 84
## - Exp 1 0.0000000084039 84
## - eFG 1 0.0000000084223 84
## - OpORebper 1 0.0000000084247 84
## - eFGD. 1 0.0000000084472 84
## - TOVperD 1 0.0000000084570 84
## - twoPperD 1 0.0000000084598 84
## - adj_t 1 0.0000000084638 84
## - AvgHgt 1 0.0000000084647 84
## - threePperD 1 0.0000000084655 84
## - threePRateD 1 0.0000000084864 84
## - threePRate 1 0.0000000084950 84
## - twoPper 1 0.0000000085151 84
## - threePper 1 0.0000000085415 84
## - Astper 1 0.0000000085448 84
## - FTRate 1 0.0000000085556 84
## - Adj.T 1 0.0000000085935 84
## - Blkedper 1 0.0000000086195 84
## - ov_fut_sos 1 0.0000000086396 84
## - nc_elite_sos 1 0.0000000086402 84
## - EliteSOS 1 0.0000000086414 84
## - Op.Ftper 1 0.0000000086479 84
## - EffHgt 1 0.0000000086660 84
## - adj_o_rk 1 0.0000000086817 84
## - RawT 1 0.0000000086997 84
## - Blkper 1 0.0000000087184 84
## - PPPDef 1 0.0000000087311 84
## - FTRateD 1 0.0000000087745 84
## - TOVper 1 0.0000000088202 84
## - adj_d_rk 1 0.0000000088641 84
## - Ftper 1 0.0000000089056 84
## - nc_fut_sos 1 0.0000000089113 84
## - adj_t_rk 1 0.0000000089237 84
## - Orebper 1 0.0000000089617 84
## - PPPOff 1 0.0000000090503 84
## - OpAstper 1 0.0000000091109 84
## - Talent 1 0.0000000092804 84
## - wab 1 0.0000000095920 84
## - barthag_rk 1 0.0000000097844 84
## - adj_o 1 0.0000000101376 84
## - barthag 1 0.0000000103146 84
## - adj_d 1 0.0000000105722 84
## <none> 0.0000000083975 86## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Exp 1 0.0000000083994 82
## - eFG 1 0.0000000084121 82
## - OpORebper 1 0.0000000084181 82
## - TOVperD 1 0.0000000084518 82
## - eFGD. 1 0.0000000084552 82
## - AvgHgt 1 0.0000000084569 82
## - threePRateD 1 0.0000000084598 82
## - twoPperD 1 0.0000000084622 82
## - threePperD 1 0.0000000084746 82
## - adj_t 1 0.0000000084908 82
## - threePRate 1 0.0000000084908 82
## - FTRate 1 0.0000000085355 82
## - twoPper 1 0.0000000085505 82
## - threePper 1 0.0000000085656 82
## - Astper 1 0.0000000085656 82
## - Blkedper 1 0.0000000086252 82
## - Op.Ftper 1 0.0000000086699 82
## - EffHgt 1 0.0000000086880 82
## - ov_fut_sos 1 0.0000000086980 82
## - Adj.T 1 0.0000000087024 82
## - adj_o_rk 1 0.0000000087253 82
## - Blkper 1 0.0000000087329 82
## - RawT 1 0.0000000087481 82
## - nc_elite_sos 1 0.0000000087518 82
## - PPPDef 1 0.0000000087670 82
## - FTRateD 1 0.0000000087859 82
## - TOVper 1 0.0000000088085 82
## - Ftper 1 0.0000000089028 82
## - adj_t_rk 1 0.0000000089433 82
## - Orebper 1 0.0000000089472 82
## - adj_d_rk 1 0.0000000089792 82
## - nc_fut_sos 1 0.0000000089853 82
## - PPPOff 1 0.0000000090294 82
## - OpAstper 1 0.0000000090766 82
## - Talent 1 0.0000000093562 82
## - wab 1 0.0000000096026 82
## - EliteSOS 1 0.0000000098067 82
## - barthag_rk 1 0.0000000098729 82
## - adj_o 1 0.0000000102231 82
## - barthag 1 0.0000000103565 82
## - adj_d 1 0.0000000106690 82
## <none> 0.0000000083870 84
## + ov_elite_sos 1 0.0000000083975 86## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpORebper 1 0.0000000084293 80
## - eFG 1 0.0000000084378 80
## - TOVperD 1 0.0000000084637 80
## - eFGD. 1 0.0000000084663 80
## - twoPperD 1 0.0000000084683 80
## - threePperD 1 0.0000000084830 80
## - AvgHgt 1 0.0000000084904 80
## - threePRateD 1 0.0000000085035 80
## - threePRate 1 0.0000000085192 80
## - adj_t 1 0.0000000085281 80
## - twoPper 1 0.0000000085560 80
## - threePper 1 0.0000000085693 80
## - Astper 1 0.0000000086677 80
## - Op.Ftper 1 0.0000000086875 80
## - ov_fut_sos 1 0.0000000087012 80
## - Adj.T 1 0.0000000087369 80
## - adj_o_rk 1 0.0000000087403 80
## - EffHgt 1 0.0000000087595 80
## - RawT 1 0.0000000087622 80
## - FTRate 1 0.0000000087660 80
## - PPPDef 1 0.0000000087871 80
## - Blkedper 1 0.0000000087910 80
## - Blkper 1 0.0000000088020 80
## - FTRateD 1 0.0000000088072 80
## - nc_elite_sos 1 0.0000000088818 80
## - adj_d_rk 1 0.0000000089877 80
## - Ftper 1 0.0000000090399 80
## - adj_t_rk 1 0.0000000090610 80
## - TOVper 1 0.0000000090919 80
## - OpAstper 1 0.0000000091681 80
## - Orebper 1 0.0000000092066 80
## - PPPOff 1 0.0000000092069 80
## - nc_fut_sos 1 0.0000000092451 80
## - Talent 1 0.0000000093929 80
## - wab 1 0.0000000096071 80
## - EliteSOS 1 0.0000000098253 80
## - barthag_rk 1 0.0000000099148 80
## - adj_o 1 0.0000000102633 80
## - barthag 1 0.0000000103813 80
## - adj_d 1 0.0000000106941 80
## <none> 0.0000000083994 82
## + Exp 1 0.0000000083870 84
## + ov_elite_sos 1 0.0000000084039 84## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFG 1 0.0000000084833 78
## - twoPperD 1 0.0000000084969 78
## - eFGD. 1 0.0000000085069 78
## - threePperD 1 0.0000000085107 78
## - AvgHgt 1 0.0000000085158 78
## - adj_t 1 0.0000000085467 78
## - threePRate 1 0.0000000085493 78
## - threePRateD 1 0.0000000085720 78
## - twoPper 1 0.0000000085774 78
## - threePper 1 0.0000000085880 78
## - TOVperD 1 0.0000000085890 78
## - Astper 1 0.0000000086967 78
## - Op.Ftper 1 0.0000000087010 78
## - ov_fut_sos 1 0.0000000087232 78
## - Adj.T 1 0.0000000087463 78
## - EffHgt 1 0.0000000087650 78
## - RawT 1 0.0000000087846 78
## - FTRate 1 0.0000000088011 78
## - Blkper 1 0.0000000088132 78
## - adj_o_rk 1 0.0000000088305 78
## - Blkedper 1 0.0000000088519 78
## - nc_elite_sos 1 0.0000000089639 78
## - adj_d_rk 1 0.0000000090205 78
## - FTRateD 1 0.0000000091512 78
## - adj_t_rk 1 0.0000000092126 78
## - OpAstper 1 0.0000000092333 78
## - TOVper 1 0.0000000094543 78
## - PPPOff 1 0.0000000094741 78
## - Talent 1 0.0000000095098 78
## - nc_fut_sos 1 0.0000000095171 78
## - Orebper 1 0.0000000095442 78
## - Ftper 1 0.0000000095920 78
## - wab 1 0.0000000096637 78
## - EliteSOS 1 0.0000000098550 78
## - barthag_rk 1 0.0000000100039 78
## - PPPDef 1 0.0000000101667 78
## - adj_o 1 0.0000000104396 78
## - barthag 1 0.0000000105436 78
## - adj_d 1 0.0000000107900 78
## <none> 0.0000000084293 80
## + OpORebper 1 0.0000000083994 82
## + Exp 1 0.0000000084181 82
## + ov_elite_sos 1 0.0000000084317 82## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - AvgHgt 1 0.0000000085381 76
## - twoPperD 1 0.0000000085657 76
## - threePRate 1 0.0000000085681 76
## - adj_t 1 0.0000000085744 76
## - eFGD. 1 0.0000000085755 76
## - threePperD 1 0.0000000085782 76
## - threePRateD 1 0.0000000085915 76
## - TOVperD 1 0.0000000086198 76
## - Op.Ftper 1 0.0000000087235 76
## - EffHgt 1 0.0000000087765 76
## - Astper 1 0.0000000087879 76
## - FTRate 1 0.0000000088163 76
## - Adj.T 1 0.0000000088294 76
## - Blkper 1 0.0000000088527 76
## - ov_fut_sos 1 0.0000000088544 76
## - adj_o_rk 1 0.0000000088945 76
## - RawT 1 0.0000000090334 76
## - adj_d_rk 1 0.0000000090428 76
## - twoPper 1 0.0000000090689 76
## - Blkedper 1 0.0000000091397 76
## - nc_elite_sos 1 0.0000000091947 76
## - threePper 1 0.0000000092166 76
## - FTRateD 1 0.0000000093206 76
## - adj_t_rk 1 0.0000000093484 76
## - OpAstper 1 0.0000000094592 76
## - PPPOff 1 0.0000000095033 76
## - TOVper 1 0.0000000095034 76
## - Talent 1 0.0000000095289 76
## - Orebper 1 0.0000000096191 76
## - Ftper 1 0.0000000096245 76
## - nc_fut_sos 1 0.0000000097699 76
## - wab 1 0.0000000098622 76
## - EliteSOS 1 0.0000000100503 76
## - barthag_rk 1 0.0000000102563 76
## - PPPDef 1 0.0000000103889 76
## - adj_o 1 0.0000000105231 76
## - barthag 1 0.0000000110079 76
## - adj_d 1 0.0000000110292 76
## <none> 0.0000000084833 78
## + eFG 1 0.0000000084293 80
## + OpORebper 1 0.0000000084378 80
## + Exp 1 0.0000000084605 80
## + ov_elite_sos 1 0.0000000084853 80## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRate 1 0.0000000086245 74
## - threePRateD 1 0.0000000086560 74
## - twoPperD 1 0.0000000086875 74
## - eFGD. 1 0.0000000087037 74
## - TOVperD 1 0.0000000087145 74
## - threePperD 1 0.0000000087263 74
## - Op.Ftper 1 0.0000000087718 74
## - EffHgt 1 0.0000000087830 74
## - FTRate 1 0.0000000088446 74
## - adj_t 1 0.0000000088460 74
## - Blkper 1 0.0000000089084 74
## - Astper 1 0.0000000089092 74
## - ov_fut_sos 1 0.0000000089242 74
## - Adj.T 1 0.0000000090068 74
## - RawT 1 0.0000000090487 74
## - Blkedper 1 0.0000000092161 74
## - adj_d_rk 1 0.0000000092239 74
## - nc_elite_sos 1 0.0000000093340 74
## - adj_t_rk 1 0.0000000093352 74
## - twoPper 1 0.0000000093647 74
## - OpAstper 1 0.0000000095114 74
## - threePper 1 0.0000000096091 74
## - FTRateD 1 0.0000000096690 74
## - TOVper 1 0.0000000098188 74
## - adj_o_rk 1 0.0000000098336 74
## - wab 1 0.0000000099360 74
## - Talent 1 0.0000000100120 74
## - EliteSOS 1 0.0000000100382 74
## - nc_fut_sos 1 0.0000000100785 74
## - Orebper 1 0.0000000102224 74
## - PPPOff 1 0.0000000102554 74
## - barthag_rk 1 0.0000000102816 74
## - Ftper 1 0.0000000104032 74
## - PPPDef 1 0.0000000104731 74
## - adj_o 1 0.0000000107063 74
## - barthag 1 0.0000000110750 74
## - adj_d 1 0.0000000112019 74
## <none> 0.0000000085381 76
## + AvgHgt 1 0.0000000084833 78
## + OpORebper 1 0.0000000085048 78
## + Exp 1 0.0000000085122 78
## + eFG 1 0.0000000085158 78
## + ov_elite_sos 1 0.0000000085375 78## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRateD + Adj.T +
## EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRateD 1 0.0000000087174 72
## - twoPperD 1 0.0000000087526 72
## - eFGD. 1 0.0000000087658 72
## - threePperD 1 0.0000000087868 72
## - TOVperD 1 0.0000000088575 72
## - EffHgt 1 0.0000000088828 72
## - adj_t 1 0.0000000089404 72
## - Blkper 1 0.0000000089640 72
## - ov_fut_sos 1 0.0000000089863 72
## - Astper 1 0.0000000090398 72
## - Op.Ftper 1 0.0000000090644 72
## - Adj.T 1 0.0000000091476 72
## - RawT 1 0.0000000091526 72
## - Blkedper 1 0.0000000094807 72
## - adj_t_rk 1 0.0000000095250 72
## - nc_elite_sos 1 0.0000000095409 72
## - adj_d_rk 1 0.0000000097913 72
## - FTRate 1 0.0000000098799 72
## - FTRateD 1 0.0000000099279 72
## - wab 1 0.0000000099451 72
## - OpAstper 1 0.0000000101653 72
## - adj_o_rk 1 0.0000000103052 72
## - barthag_rk 1 0.0000000103558 72
## - PPPDef 1 0.0000000104538 72
## - twoPper 1 0.0000000104547 72
## - EliteSOS 1 0.0000000105080 72
## - threePper 1 0.0000000105315 72
## - nc_fut_sos 1 0.0000000105836 72
## - adj_o 1 0.0000000107388 72
## - PPPOff 1 0.0000000110287 72
## - Talent 1 0.0000000110597 72
## - barthag 1 0.0000000111494 72
## - Ftper 1 0.0000000111855 72
## - TOVper 1 0.0000000115071 72
## - Orebper 1 0.0000000118167 72
## - adj_d 1 0.0000000118714 72
## <none> 0.0000000086245 74
## + threePRate 1 0.0000000085381 76
## + AvgHgt 1 0.0000000085681 76
## + Exp 1 0.0000000085939 76
## + OpORebper 1 0.0000000086002 76
## + eFG 1 0.0000000086066 76
## + ov_elite_sos 1 0.0000000086176 76## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + Adj.T + EffHgt +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EffHgt 1 0.0000000088880 70
## - TOVperD 1 0.0000000089193 70
## - ov_fut_sos 1 0.0000000090037 70
## - twoPperD 1 0.0000000090246 70
## - adj_t 1 0.0000000090588 70
## - eFGD. 1 0.0000000090892 70
## - Astper 1 0.0000000091114 70
## - Op.Ftper 1 0.0000000091153 70
## - threePperD 1 0.0000000091403 70
## - RawT 1 0.0000000092482 70
## - Adj.T 1 0.0000000092990 70
## - Blkper 1 0.0000000094090 70
## - nc_elite_sos 1 0.0000000095089 70
## - Blkedper 1 0.0000000097308 70
## - adj_t_rk 1 0.0000000097504 70
## - FTRate 1 0.0000000098779 70
## - adj_d_rk 1 0.0000000100768 70
## - FTRateD 1 0.0000000100930 70
## - barthag_rk 1 0.0000000103826 70
## - PPPDef 1 0.0000000104726 70
## - OpAstper 1 0.0000000105684 70
## - nc_fut_sos 1 0.0000000106059 70
## - adj_o_rk 1 0.0000000107757 70
## - wab 1 0.0000000108337 70
## - threePper 1 0.0000000108781 70
## - EliteSOS 1 0.0000000108794 70
## - twoPper 1 0.0000000110544 70
## - barthag 1 0.0000000111779 70
## - Talent 1 0.0000000114945 70
## - adj_o 1 0.0000000115330 70
## - adj_d 1 0.0000000120056 70
## - TOVper 1 0.0000000123884 70
## - Ftper 1 0.0000000129422 70
## - Orebper 1 0.0000000133018 70
## - PPPOff 1 0.0000000137302 70
## <none> 0.0000000087174 72
## + threePRateD 1 0.0000000086245 74
## + OpORebper 1 0.0000000086391 74
## + AvgHgt 1 0.0000000086492 74
## + threePRate 1 0.0000000086560 74
## + eFG 1 0.0000000087056 74
## + Exp 1 0.0000000087126 74
## + ov_elite_sos 1 0.0000000087204 74## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=70
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_fut_sos + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + Adj.T + Talent +
## Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - ov_fut_sos 1 0.0000000090064 68
## - TOVperD 1 0.0000000090510 68
## - Astper 1 0.0000000091277 68
## - Op.Ftper 1 0.0000000093157 68
## - twoPperD 1 0.0000000093808 68
## - adj_t 1 0.0000000093830 68
## - Blkper 1 0.0000000094032 68
## - threePperD 1 0.0000000094713 68
## - eFGD. 1 0.0000000094761 68
## - RawT 1 0.0000000095741 68
## - nc_elite_sos 1 0.0000000097271 68
## - Blkedper 1 0.0000000097371 68
## - adj_t_rk 1 0.0000000098926 68
## - Adj.T 1 0.0000000099617 68
## - FTRateD 1 0.0000000100764 68
## - FTRate 1 0.0000000101518 68
## - adj_d_rk 1 0.0000000102695 68
## - barthag_rk 1 0.0000000104009 68
## - PPPDef 1 0.0000000104846 68
## - wab 1 0.0000000108863 68
## - OpAstper 1 0.0000000109638 68
## - nc_fut_sos 1 0.0000000110449 68
## - adj_o_rk 1 0.0000000111757 68
## - barthag 1 0.0000000111768 68
## - threePper 1 0.0000000112204 68
## - twoPper 1 0.0000000112226 68
## - adj_o 1 0.0000000115097 68
## - adj_d 1 0.0000000124171 68
## - Talent 1 0.0000000124455 68
## - TOVper 1 0.0000000128982 68
## - Ftper 1 0.0000000129462 68
## - EliteSOS 1 0.0000000133344 68
## - PPPOff 1 0.0000000137814 68
## - Orebper 1 0.0000000139509 68
## <none> 0.0000000088880 70
## + EffHgt 1 0.0000000087174 72
## + threePRate 1 0.0000000088242 72
## + AvgHgt 1 0.0000000088428 72
## + Exp 1 0.0000000088622 72
## + OpORebper 1 0.0000000088701 72
## + ov_elite_sos 1 0.0000000088719 72
## + eFG 1 0.0000000088719 72
## + threePRateD 1 0.0000000088828 72## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=68
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + OpAstper + Adj.T + Talent + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - TOVperD 1 0.0000000092407 66
## - Astper 1 0.0000000093554 66
## - adj_t 1 0.0000000095585 66
## - RawT 1 0.0000000095600 66
## - Op.Ftper 1 0.0000000096644 66
## - twoPperD 1 0.0000000096927 66
## - nc_elite_sos 1 0.0000000097439 66
## - Blkper 1 0.0000000097484 66
## - Blkedper 1 0.0000000098171 66
## - eFGD. 1 0.0000000098586 66
## - threePperD 1 0.0000000098792 66
## - adj_t_rk 1 0.0000000099341 66
## - Adj.T 1 0.0000000100575 66
## - adj_d_rk 1 0.0000000103105 66
## - FTRate 1 0.0000000105361 66
## - FTRateD 1 0.0000000105413 66
## - barthag_rk 1 0.0000000105578 66
## - PPPDef 1 0.0000000109865 66
## - nc_fut_sos 1 0.0000000110765 66
## - OpAstper 1 0.0000000112502 66
## - wab 1 0.0000000113868 66
## - threePper 1 0.0000000115064 66
## - barthag 1 0.0000000115303 66
## - twoPper 1 0.0000000115836 66
## - adj_o_rk 1 0.0000000116600 66
## - Talent 1 0.0000000124864 66
## - adj_o 1 0.0000000127977 66
## - TOVper 1 0.0000000140443 66
## - Ftper 1 0.0000000142073 66
## - PPPOff 1 0.0000000145073 66
## - EliteSOS 1 0.0000000147258 66
## - Orebper 1 0.0000000149107 66
## - adj_d 1 0.0000000165940 66
## <none> 0.0000000090064 68
## + ov_fut_sos 1 0.0000000088880 70
## + ov_cur_sos 1 0.0000000088880 70
## + AvgHgt 1 0.0000000089372 70
## + OpORebper 1 0.0000000089416 70
## + threePRate 1 0.0000000089626 70
## + threePRateD 1 0.0000000089892 70
## + eFG 1 0.0000000089899 70
## + Exp 1 0.0000000089959 70
## + ov_elite_sos 1 0.0000000089965 70
## + EffHgt 1 0.0000000090037 70## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=66
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## eFGD. + FTRate + FTRateD + TOVper + Orebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + Adj.T + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Astper 1 0.0000000095790 64
## - Op.Ftper 1 0.0000000097139 64
## - twoPperD 1 0.0000000097459 64
## - threePperD 1 0.0000000098833 64
## - eFGD. 1 0.0000000099009 64
## - RawT 1 0.0000000099519 64
## - adj_t 1 0.0000000099724 64
## - adj_t_rk 1 0.0000000099827 64
## - nc_elite_sos 1 0.0000000101819 64
## - adj_d_rk 1 0.0000000103870 64
## - Blkper 1 0.0000000104062 64
## - Blkedper 1 0.0000000105498 64
## - FTRate 1 0.0000000105701 64
## - FTRateD 1 0.0000000106164 64
## - barthag_rk 1 0.0000000106890 64
## - Adj.T 1 0.0000000108272 64
## - nc_fut_sos 1 0.0000000114340 64
## - barthag 1 0.0000000115873 64
## - wab 1 0.0000000116148 64
## - threePper 1 0.0000000116684 64
## - OpAstper 1 0.0000000117106 64
## - twoPper 1 0.0000000119543 64
## - adj_o_rk 1 0.0000000120900 64
## - PPPDef 1 0.0000000124686 64
## - Talent 1 0.0000000124976 64
## - adj_o 1 0.0000000132313 64
## - TOVper 1 0.0000000143575 64
## - Orebper 1 0.0000000150756 64
## - EliteSOS 1 0.0000000151133 64
## - Ftper 1 0.0000000155779 64
## - PPPOff 1 0.0000000161631 64
## - adj_d 1 0.0000000166532 64
## <none> 0.0000000092407 66
## + TOVperD 1 0.0000000090064 68
## + OpORebper 1 0.0000000090451 68
## + ov_fut_sos 1 0.0000000090510 68
## + ov_cur_sos 1 0.0000000090510 68
## + threePRate 1 0.0000000091694 68
## + ov_elite_sos 1 0.0000000091933 68
## + AvgHgt 1 0.0000000092005 68
## + eFG 1 0.0000000092016 68
## + threePRateD 1 0.0000000092144 68
## + EffHgt 1 0.0000000092308 68
## + Exp 1 0.0000000092421 68## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=64
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## eFGD. + FTRate + FTRateD + TOVper + Orebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + OpAstper +
## Adj.T + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Op.Ftper 1 0.0000000097222 62
## - twoPperD 1 0.0000000098598 62
## - threePperD 1 0.0000000099463 62
## - eFGD. 1 0.0000000099751 62
## - nc_elite_sos 1 0.0000000102231 62
## - RawT 1 0.0000000105507 62
## - Blkedper 1 0.0000000105526 62
## - FTRate 1 0.0000000105804 62
## - adj_t 1 0.0000000106133 62
## - FTRateD 1 0.0000000108028 62
## - adj_d_rk 1 0.0000000111384 62
## - adj_t_rk 1 0.0000000112916 62
## - barthag_rk 1 0.0000000113972 62
## - Adj.T 1 0.0000000116073 62
## - threePper 1 0.0000000116817 62
## - nc_fut_sos 1 0.0000000118213 62
## - twoPper 1 0.0000000119631 62
## - barthag 1 0.0000000120545 62
## - Blkper 1 0.0000000121937 62
## - adj_o_rk 1 0.0000000123174 62
## - PPPDef 1 0.0000000131453 62
## - adj_o 1 0.0000000132925 62
## - OpAstper 1 0.0000000139919 62
## - Talent 1 0.0000000143967 62
## - TOVper 1 0.0000000145878 62
## - Orebper 1 0.0000000157107 62
## - wab 1 0.0000000158670 62
## - PPPOff 1 0.0000000162695 62
## - EliteSOS 1 0.0000000163249 62
## - adj_d 1 0.0000000166480 62
## - Ftper 1 0.0000000169221 62
## <none> 0.0000000095790 64
## + Astper 1 0.0000000092407 66
## + ov_fut_sos 1 0.0000000092635 66
## + ov_cur_sos 1 0.0000000092635 66
## + TOVperD 1 0.0000000093554 66
## + OpORebper 1 0.0000000093634 66
## + threePRate 1 0.0000000093868 66
## + Exp 1 0.0000000094257 66
## + EffHgt 1 0.0000000094505 66
## + AvgHgt 1 0.0000000095140 66
## + threePRateD 1 0.0000000095498 66
## + ov_elite_sos 1 0.0000000095511 66
## + eFG 1 0.0000000095765 66## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=62
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## eFGD. + FTRate + FTRateD + TOVper + Orebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + OpAstper +
## Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPperD 1 0.0000000098355 60
## - eFGD. 1 0.0000000099178 60
## - threePperD 1 0.0000000099287 60
## - nc_elite_sos 1 0.0000000101722 60
## - FTRate 1 0.0000000105583 60
## - Blkedper 1 0.0000000105847 60
## - FTRateD 1 0.0000000107811 60
## - adj_t 1 0.0000000109149 60
## - RawT 1 0.0000000113444 60
## - adj_d_rk 1 0.0000000114117 60
## - adj_t_rk 1 0.0000000115015 60
## - threePper 1 0.0000000118657 60
## - nc_fut_sos 1 0.0000000118695 60
## - barthag_rk 1 0.0000000120588 60
## - Blkper 1 0.0000000121345 60
## - twoPper 1 0.0000000123130 60
## - Adj.T 1 0.0000000124843 60
## - barthag 1 0.0000000132335 60
## - OpAstper 1 0.0000000140146 60
## - PPPDef 1 0.0000000141666 60
## - adj_o_rk 1 0.0000000144891 60
## - Talent 1 0.0000000146785 60
## - TOVper 1 0.0000000146976 60
## - adj_o 1 0.0000000148701 60
## - Orebper 1 0.0000000157104 60
## - PPPOff 1 0.0000000164196 60
## - Ftper 1 0.0000000168668 60
## - EliteSOS 1 0.0000000173697 60
## - adj_d 1 0.0000000174056 60
## - wab 1 0.0000000188813 60
## <none> 0.0000000097222 62
## + ov_fut_sos 1 0.0000000093644 64
## + ov_cur_sos 1 0.0000000093644 64
## + threePRate 1 0.0000000095245 64
## + Exp 1 0.0000000095629 64
## + Op.Ftper 1 0.0000000095790 64
## + threePRateD 1 0.0000000095931 64
## + ov_elite_sos 1 0.0000000096301 64
## + OpORebper 1 0.0000000096597 64
## + AvgHgt 1 0.0000000096853 64
## + TOVperD 1 0.0000000096877 64
## + eFG 1 0.0000000096967 64
## + EffHgt 1 0.0000000097083 64
## + Astper 1 0.0000000097139 64## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=60
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## eFGD. + FTRate + FTRateD + TOVper + Orebper + RawT + twoPper +
## threePper + threePperD + Blkper + Blkedper + OpAstper + Adj.T +
## Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFGD. 1 0.0000000101137 58
## - threePperD 1 0.0000000101561 58
## - nc_elite_sos 1 0.0000000102946 58
## - FTRate 1 0.0000000105825 58
## - Blkedper 1 0.0000000106715 58
## - FTRateD 1 0.0000000108625 58
## - adj_t 1 0.0000000109133 58
## - adj_d_rk 1 0.0000000117369 58
## - RawT 1 0.0000000119655 58
## - threePper 1 0.0000000120249 58
## - Blkper 1 0.0000000121256 58
## - nc_fut_sos 1 0.0000000124996 58
## - Adj.T 1 0.0000000125163 58
## - adj_t_rk 1 0.0000000125771 58
## - barthag_rk 1 0.0000000126193 58
## - twoPper 1 0.0000000129896 58
## - OpAstper 1 0.0000000141101 58
## - barthag 1 0.0000000142438 58
## - adj_o_rk 1 0.0000000146134 58
## - Talent 1 0.0000000146998 58
## - TOVper 1 0.0000000151411 58
## - adj_o 1 0.0000000156767 58
## - PPPDef 1 0.0000000166430 58
## - PPPOff 1 0.0000000167550 58
## - Orebper 1 0.0000000168866 58
## - Ftper 1 0.0000000170544 58
## - adj_d 1 0.0000000189501 58
## - EliteSOS 1 0.0000000190915 58
## - wab 1 0.0000000191689 58
## <none> 0.0000000098355 60
## + ov_fut_sos 1 0.0000000094476 62
## + ov_cur_sos 1 0.0000000094476 62
## + Exp 1 0.0000000096041 62
## + threePRate 1 0.0000000096599 62
## + twoPperD 1 0.0000000097222 62
## + AvgHgt 1 0.0000000097519 62
## + threePRateD 1 0.0000000097817 62
## + eFG 1 0.0000000098076 62
## + TOVperD 1 0.0000000098158 62
## + Astper 1 0.0000000098197 62
## + OpORebper 1 0.0000000098238 62
## + EffHgt 1 0.0000000098259 62
## + ov_elite_sos 1 0.0000000098415 62
## + Op.Ftper 1 0.0000000098598 62## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=58
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + threePper +
## threePperD + Blkper + Blkedper + OpAstper + Adj.T + Talent +
## Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePperD 1 0.0000000102997 56
## - nc_elite_sos 1 0.0000000106082 56
## - Blkedper 1 0.0000000107969 56
## - FTRate 1 0.0000000110080 56
## - adj_t 1 0.0000000111561 56
## - FTRateD 1 0.0000000114481 56
## - adj_d_rk 1 0.0000000118015 56
## - Blkper 1 0.0000000122244 56
## - Adj.T 1 0.0000000124297 56
## - nc_fut_sos 1 0.0000000127298 56
## - threePper 1 0.0000000127851 56
## - RawT 1 0.0000000131028 56
## - twoPper 1 0.0000000132173 56
## - barthag_rk 1 0.0000000132286 56
## - adj_t_rk 1 0.0000000134654 56
## - OpAstper 1 0.0000000141600 56
## - barthag 1 0.0000000148951 56
## - adj_o_rk 1 0.0000000151253 56
## - adj_o 1 0.0000000160534 56
## - Talent 1 0.0000000160892 56
## - TOVper 1 0.0000000174370 56
## - Orebper 1 0.0000000177216 56
## - PPPDef 1 0.0000000184041 56
## - adj_d 1 0.0000000190455 56
## - EliteSOS 1 0.0000000193484 56
## - wab 1 0.0000000194669 56
## - Ftper 1 0.0000000195151 56
## - PPPOff 1 0.0000000197004 56
## <none> 0.0000000101137 58
## + ov_fut_sos 1 0.0000000096229 60
## + ov_cur_sos 1 0.0000000096229 60
## + eFGD. 1 0.0000000098355 60
## + twoPperD 1 0.0000000099178 60
## + Exp 1 0.0000000099922 60
## + TOVperD 1 0.0000000100074 60
## + threePRate 1 0.0000000100144 60
## + eFG 1 0.0000000100332 60
## + threePRateD 1 0.0000000100511 60
## + ov_elite_sos 1 0.0000000100800 60
## + EffHgt 1 0.0000000100861 60
## + Astper 1 0.0000000100867 60
## + OpORebper 1 0.0000000100974 60
## + AvgHgt 1 0.0000000100992 60
## + Op.Ftper 1 0.0000000101630 60## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=56
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + threePper +
## Blkper + Blkedper + OpAstper + Adj.T + Talent + Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkedper 1 0.0000000109178 54
## - adj_t 1 0.0000000111523 54
## - FTRate 1 0.0000000112857 54
## - nc_elite_sos 1 0.0000000113523 54
## - FTRateD 1 0.0000000114659 54
## - adj_d_rk 1 0.0000000121143 54
## - Blkper 1 0.0000000123669 54
## - Adj.T 1 0.0000000123980 54
## - threePper 1 0.0000000128801 54
## - RawT 1 0.0000000130408 54
## - twoPper 1 0.0000000133221 54
## - barthag_rk 1 0.0000000134883 54
## - adj_t_rk 1 0.0000000135397 54
## - nc_fut_sos 1 0.0000000140471 54
## - OpAstper 1 0.0000000141474 54
## - barthag 1 0.0000000149155 54
## - adj_o_rk 1 0.0000000151143 54
## - Talent 1 0.0000000160157 54
## - TOVper 1 0.0000000175972 54
## - adj_o 1 0.0000000176420 54
## - Orebper 1 0.0000000180428 54
## - EliteSOS 1 0.0000000192830 54
## - adj_d 1 0.0000000194389 54
## - Ftper 1 0.0000000196035 54
## - PPPOff 1 0.0000000199327 54
## - wab 1 0.0000000202451 54
## - PPPDef 1 0.0000000208204 54
## <none> 0.0000000102997 56
## + ov_fut_sos 1 0.0000000097894 58
## + ov_cur_sos 1 0.0000000097894 58
## + twoPperD 1 0.0000000099075 58
## + threePperD 1 0.0000000101137 58
## + eFGD. 1 0.0000000101561 58
## + Astper 1 0.0000000101586 58
## + ov_elite_sos 1 0.0000000101643 58
## + eFG 1 0.0000000101759 58
## + Exp 1 0.0000000101829 58
## + TOVperD 1 0.0000000102186 58
## + AvgHgt 1 0.0000000102220 58
## + threePRateD 1 0.0000000102588 58
## + EffHgt 1 0.0000000102668 58
## + Op.Ftper 1 0.0000000102985 58
## + OpORebper 1 0.0000000103126 58
## + threePRate 1 0.0000000103459 58## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=54
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## FTRate + FTRateD + TOVper + Orebper + RawT + twoPper + threePper +
## Blkper + OpAstper + Adj.T + Talent + Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_elite_sos 1 0.000000011379 52
## - FTRate 1 0.000000012032 52
## - FTRateD 1 0.000000013070 52
## - RawT 1 0.000000013253 52
## - threePper 1 0.000000013390 52
## - adj_d_rk 1 0.000000013485 52
## - adj_t_rk 1 0.000000013695 52
## - adj_t 1 0.000000013818 52
## - OpAstper 1 0.000000014171 52
## - Blkper 1 0.000000014608 52
## - nc_fut_sos 1 0.000000014661 52
## - twoPper 1 0.000000015124 52
## - adj_o_rk 1 0.000000015428 52
## - barthag_rk 1 0.000000015966 52
## - Adj.T 1 0.000000017003 52
## - Talent 1 0.000000017050 52
## - adj_o 1 0.000000017753 52
## - TOVper 1 0.000000018067 52
## - barthag 1 0.000000018429 52
## - EliteSOS 1 0.000000019616 52
## - Orebper 1 0.000000019990 52
## - PPPOff 1 0.000000021035 52
## - Ftper 1 0.000000021074 52
## - PPPDef 1 0.000000022853 52
## - wab 1 0.000000024196 52
## - adj_d 1 0.000000034347 52
## <none> 0.000000010918 54
## + Blkedper 1 0.000000010300 56
## + TOVperD 1 0.000000010544 56
## + OpORebper 1 0.000000010760 56
## + AvgHgt 1 0.000000010770 56
## + twoPperD 1 0.000000010770 56
## + threePRate 1 0.000000010792 56
## + threePperD 1 0.000000010797 56
## + ov_fut_sos 1 0.000000010806 56
## + ov_cur_sos 1 0.000000010806 56
## + EffHgt 1 0.000000010885 56
## + eFGD. 1 0.000000010893 56
## + threePRateD 1 0.000000010907 56
## + Astper 1 0.000000010919 56
## + ov_elite_sos 1 0.000000010922 56
## + Exp 1 0.000000010938 56
## + eFG 1 0.000000010939 56
## + Op.Ftper 1 0.000000010989 56## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=52
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_fut_sos + FTRate +
## FTRateD + TOVper + Orebper + RawT + twoPper + threePper +
## Blkper + OpAstper + Adj.T + Talent + Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRate 1 0.000000012097 50
## - adj_d_rk 1 0.000000013490 50
## - FTRateD 1 0.000000013708 50
## - RawT 1 0.000000013710 50
## - adj_t_rk 1 0.000000013760 50
## - threePper 1 0.000000013939 50
## - adj_t 1 0.000000014006 50
## - OpAstper 1 0.000000014705 50
## - twoPper 1 0.000000015423 50
## - nc_fut_sos 1 0.000000015450 50
## - adj_o_rk 1 0.000000015965 50
## - barthag_rk 1 0.000000015998 50
## - Blkper 1 0.000000016097 50
## - Adj.T 1 0.000000017310 50
## - Talent 1 0.000000017641 50
## - adj_o 1 0.000000018287 50
## - barthag 1 0.000000018925 50
## - TOVper 1 0.000000019664 50
## - Orebper 1 0.000000020865 50
## - PPPOff 1 0.000000021136 50
## - Ftper 1 0.000000021197 50
## - PPPDef 1 0.000000023285 50
## - EliteSOS 1 0.000000023912 50
## - wab 1 0.000000027730 50
## - adj_d 1 0.000000036601 50
## <none> 0.000000011379 52
## + threePperD 1 0.000000010882 54
## + AvgHgt 1 0.000000010898 54
## + nc_elite_sos 1 0.000000010918 54
## + twoPperD 1 0.000000011091 54
## + threePRate 1 0.000000011105 54
## + Exp 1 0.000000011258 54
## + threePRateD 1 0.000000011264 54
## + TOVperD 1 0.000000011333 54
## + OpORebper 1 0.000000011335 54
## + Blkedper 1 0.000000011352 54
## + EffHgt 1 0.000000011358 54
## + ov_elite_sos 1 0.000000011387 54
## + Op.Ftper 1 0.000000011390 54
## + eFGD. 1 0.000000011394 54
## + eFG 1 0.000000011403 54
## + ov_fut_sos 1 0.000000011430 54
## + ov_cur_sos 1 0.000000011430 54
## + Astper 1 0.000000011432 54## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=50
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_fut_sos + FTRateD +
## TOVper + Orebper + RawT + twoPper + threePper + Blkper +
## OpAstper + Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRateD 1 0.000000013734 48
## - RawT 1 0.000000013852 48
## - threePper 1 0.000000013984 48
## - adj_d_rk 1 0.000000014276 48
## - adj_t 1 0.000000014362 48
## - OpAstper 1 0.000000014757 48
## - adj_t_rk 1 0.000000015157 48
## - twoPper 1 0.000000015494 48
## - nc_fut_sos 1 0.000000015857 48
## - adj_o_rk 1 0.000000016063 48
## - Blkper 1 0.000000016142 48
## - barthag_rk 1 0.000000016813 48
## - Adj.T 1 0.000000017345 48
## - Talent 1 0.000000017740 48
## - adj_o 1 0.000000018207 48
## - barthag 1 0.000000019314 48
## - TOVper 1 0.000000019462 48
## - Orebper 1 0.000000021097 48
## - Ftper 1 0.000000021272 48
## - PPPOff 1 0.000000021344 48
## - EliteSOS 1 0.000000025530 48
## - PPPDef 1 0.000000027126 48
## - wab 1 0.000000031017 48
## - adj_d 1 0.000000039439 48
## <none> 0.000000012097 50
## + threePRate 1 0.000000011136 52
## + twoPperD 1 0.000000011373 52
## + FTRate 1 0.000000011379 52
## + AvgHgt 1 0.000000011410 52
## + threePperD 1 0.000000011548 52
## + Blkedper 1 0.000000011786 52
## + Op.Ftper 1 0.000000011809 52
## + eFG 1 0.000000011823 52
## + TOVperD 1 0.000000011918 52
## + EffHgt 1 0.000000012026 52
## + Exp 1 0.000000012032 52
## + nc_elite_sos 1 0.000000012032 52
## + OpORebper 1 0.000000012039 52
## + ov_fut_sos 1 0.000000012044 52
## + ov_cur_sos 1 0.000000012044 52
## + ov_elite_sos 1 0.000000012087 52
## + eFGD. 1 0.000000012101 52
## + threePRateD 1 0.000000012114 52
## + Astper 1 0.000000012136 52## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=48
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_fut_sos + TOVper +
## Orebper + RawT + twoPper + threePper + Blkper + OpAstper +
## Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t 1 0.000000014328 46
## - adj_t_rk 1 0.000000015146 46
## - OpAstper 1 0.000000015312 46
## - adj_o_rk 1 0.000000016056 46
## - adj_d_rk 1 0.000000016704 46
## - Blkper 1 0.000000017518 46
## - Talent 1 0.000000017971 46
## - nc_fut_sos 1 0.000000018513 46
## - Adj.T 1 0.000000019810 46
## - adj_o 1 0.000000020612 46
## - RawT 1 0.000000022535 46
## - threePper 1 0.000000022779 46
## - twoPper 1 0.000000022920 46
## - barthag_rk 1 0.000000026020 46
## - Ftper 1 0.000000028538 46
## - barthag 1 0.000000028669 46
## - Orebper 1 0.000000034330 46
## - PPPOff 1 0.000000038381 46
## - TOVper 1 0.000000038592 46
## - EliteSOS 1 0.000000044078 46
## - wab 1 0.000000048337 46
## - PPPDef 1 0.000000049122 46
## - adj_d 1 0.000000113776 46
## <none> 0.000000013734 48
## + FTRateD 1 0.000000012097 50
## + twoPperD 1 0.000000012610 50
## + threePperD 1 0.000000013083 50
## + nc_elite_sos 1 0.000000013316 50
## + Astper 1 0.000000013401 50
## + Blkedper 1 0.000000013408 50
## + eFGD. 1 0.000000013468 50
## + ov_elite_sos 1 0.000000013562 50
## + AvgHgt 1 0.000000013601 50
## + threePRate 1 0.000000013639 50
## + EffHgt 1 0.000000013661 50
## + threePRateD 1 0.000000013668 50
## + eFG 1 0.000000013679 50
## + TOVperD 1 0.000000013689 50
## + OpORebper 1 0.000000013707 50
## + FTRate 1 0.000000013708 50
## + Exp 1 0.000000013737 50
## + ov_fut_sos 1 0.000000013759 50
## + ov_cur_sos 1 0.000000013759 50
## + Op.Ftper 1 0.000000013774 50## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=46
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t_rk + wab + nc_fut_sos + TOVper + Orebper +
## RawT + twoPper + threePper + Blkper + OpAstper + Adj.T +
## Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t_rk 1 0.000000015132 44
## - OpAstper 1 0.000000016038 44
## - adj_o_rk 1 0.000000016893 44
## - Blkper 1 0.000000017407 44
## - adj_d_rk 1 0.000000017858 44
## - Talent 1 0.000000018416 44
## - nc_fut_sos 1 0.000000018639 44
## - Adj.T 1 0.000000019876 44
## - adj_o 1 0.000000020645 44
## - RawT 1 0.000000023797 44
## - threePper 1 0.000000026043 44
## - barthag_rk 1 0.000000028163 44
## - barthag 1 0.000000029280 44
## - twoPper 1 0.000000032542 44
## - Ftper 1 0.000000038031 44
## - EliteSOS 1 0.000000043914 44
## - PPPOff 1 0.000000048914 44
## - PPPDef 1 0.000000058212 44
## - Orebper 1 0.000000066334 44
## - TOVper 1 0.000000070955 44
## - wab 1 0.000000074004 44
## - adj_d 1 0.000000112938 44
## <none> 0.000000014328 46
## + Blkedper 1 0.000000013469 48
## + adj_t 1 0.000000013734 48
## + EffHgt 1 0.000000013899 48
## + AvgHgt 1 0.000000013899 48
## + ov_fut_sos 1 0.000000014042 48
## + ov_cur_sos 1 0.000000014042 48
## + threePRate 1 0.000000014108 48
## + eFGD. 1 0.000000014124 48
## + ov_elite_sos 1 0.000000014157 48
## + threePperD 1 0.000000014202 48
## + Exp 1 0.000000014217 48
## + Op.Ftper 1 0.000000014226 48
## + Astper 1 0.000000014239 48
## + OpORebper 1 0.000000014259 48
## + FTRate 1 0.000000014278 48
## + eFG 1 0.000000014308 48
## + TOVperD 1 0.000000014318 48
## + threePRateD 1 0.000000014321 48
## + nc_elite_sos 1 0.000000014328 48
## + twoPperD 1 0.000000014354 48
## + FTRateD 1 0.000000014362 48## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=44
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + wab + nc_fut_sos + TOVper + Orebper + RawT + twoPper +
## threePper + Blkper + OpAstper + Adj.T + Talent + Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpAstper 1 0.000000016465 42
## - adj_d_rk 1 0.000000017751 42
## - adj_o_rk 1 0.000000018235 42
## - Talent 1 0.000000019508 42
## - adj_o 1 0.000000020473 42
## - nc_fut_sos 1 0.000000021712 42
## - Blkper 1 0.000000025678 42
## - Adj.T 1 0.000000027176 42
## - threePper 1 0.000000027437 42
## - RawT 1 0.000000027959 42
## - barthag_rk 1 0.000000028918 42
## - barthag 1 0.000000030047 42
## - twoPper 1 0.000000032719 42
## - Ftper 1 0.000000038164 42
## - EliteSOS 1 0.000000046984 42
## - PPPOff 1 0.000000052515 42
## - PPPDef 1 0.000000063659 42
## - Orebper 1 0.000000065672 42
## - TOVper 1 0.000000070018 42
## - wab 1 0.000000073831 42
## - adj_d 1 0.000000111056 42
## <none> 0.000000015132 44
## + adj_t_rk 1 0.000000014328 46
## + AvgHgt 1 0.000000014393 46
## + threePperD 1 0.000000014557 46
## + EffHgt 1 0.000000014689 46
## + ov_fut_sos 1 0.000000014693 46
## + ov_cur_sos 1 0.000000014693 46
## + threePRate 1 0.000000014983 46
## + twoPperD 1 0.000000014997 46
## + Blkedper 1 0.000000015006 46
## + threePRateD 1 0.000000015016 46
## + FTRate 1 0.000000015041 46
## + Astper 1 0.000000015047 46
## + Exp 1 0.000000015069 46
## + eFG 1 0.000000015079 46
## + eFGD. 1 0.000000015094 46
## + OpORebper 1 0.000000015114 46
## + nc_elite_sos 1 0.000000015126 46
## + ov_elite_sos 1 0.000000015134 46
## + TOVperD 1 0.000000015136 46
## + Op.Ftper 1 0.000000015141 46
## + adj_t 1 0.000000015146 46
## + FTRateD 1 0.000000015216 46## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=42
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + wab + nc_fut_sos + TOVper + Orebper + RawT + twoPper +
## threePper + Blkper + Adj.T + Talent + Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d_rk 1 0.000000019292 40
## - adj_o 1 0.000000020406 40
## - Talent 1 0.000000020518 40
## - adj_o_rk 1 0.000000023259 40
## - nc_fut_sos 1 0.000000024044 40
## - Blkper 1 0.000000026455 40
## - Adj.T 1 0.000000027512 40
## - threePper 1 0.000000027536 40
## - RawT 1 0.000000028057 40
## - barthag_rk 1 0.000000029126 40
## - barthag 1 0.000000029989 40
## - twoPper 1 0.000000032752 40
## - Ftper 1 0.000000040137 40
## - PPPOff 1 0.000000052542 40
## - EliteSOS 1 0.000000058889 40
## - PPPDef 1 0.000000062309 40
## - Orebper 1 0.000000065264 40
## - TOVper 1 0.000000077032 40
## - wab 1 0.000000113289 40
## - adj_d 1 0.000000114920 40
## <none> 0.000000016465 42
## + ov_fut_sos 1 0.000000015094 44
## + ov_cur_sos 1 0.000000015094 44
## + OpAstper 1 0.000000015132 44
## + Astper 1 0.000000015199 44
## + adj_t 1 0.000000015694 44
## + adj_t_rk 1 0.000000016038 44
## + eFGD. 1 0.000000016102 44
## + threePperD 1 0.000000016112 44
## + FTRate 1 0.000000016203 44
## + AvgHgt 1 0.000000016215 44
## + eFG 1 0.000000016310 44
## + EffHgt 1 0.000000016339 44
## + Exp 1 0.000000016344 44
## + OpORebper 1 0.000000016368 44
## + nc_elite_sos 1 0.000000016379 44
## + TOVperD 1 0.000000016395 44
## + Op.Ftper 1 0.000000016429 44
## + ov_elite_sos 1 0.000000016439 44
## + FTRateD 1 0.000000016450 44
## + threePRateD 1 0.000000016461 44
## + threePRate 1 0.000000016492 44
## + twoPperD 1 0.000000016517 44
## + Blkedper 1 0.000000016523 44## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=40
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## wab + nc_fut_sos + TOVper + Orebper + RawT + twoPper + threePper +
## Blkper + Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o 1 0.000000021518 38
## - Talent 1 0.000000022984 38
## - adj_o_rk 1 0.000000025455 38
## - Blkper 1 0.000000033213 38
## - nc_fut_sos 1 0.000000033569 38
## - barthag_rk 1 0.000000037014 38
## - threePper 1 0.000000041040 38
## - barthag 1 0.000000041341 38
## - twoPper 1 0.000000044485 38
## - Adj.T 1 0.000000056315 38
## - RawT 1 0.000000057517 38
## - EliteSOS 1 0.000000060763 38
## - Ftper 1 0.000000063955 38
## - PPPOff 1 0.000000066618 38
## - PPPDef 1 0.000000091867 38
## - adj_d 1 0.000000119153 38
## - Orebper 1 0.000000154658 38
## - wab 1 0.000000154777 38
## - TOVper 1 0.000000193368 38
## <none> 0.000000019292 40
## + adj_d_rk 1 0.000000016465 42
## + Astper 1 0.000000017488 42
## + OpAstper 1 0.000000017751 42
## + Blkedper 1 0.000000017803 42
## + threePRateD 1 0.000000018058 42
## + eFGD. 1 0.000000018422 42
## + threePperD 1 0.000000018545 42
## + OpORebper 1 0.000000018590 42
## + EffHgt 1 0.000000018627 42
## + ov_fut_sos 1 0.000000018722 42
## + ov_cur_sos 1 0.000000018722 42
## + FTRateD 1 0.000000018748 42
## + adj_t 1 0.000000018963 42
## + eFG 1 0.000000018995 42
## + ov_elite_sos 1 0.000000018997 42
## + FTRate 1 0.000000019079 42
## + TOVperD 1 0.000000019110 42
## + adj_t_rk 1 0.000000019115 42
## + twoPperD 1 0.000000019169 42
## + Op.Ftper 1 0.000000019197 42
## + nc_elite_sos 1 0.000000019242 42
## + threePRate 1 0.000000019272 42
## + AvgHgt 1 0.000000019327 42
## + Exp 1 0.000000019338 42## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=38
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_d + wab +
## nc_fut_sos + TOVper + Orebper + RawT + twoPper + threePper +
## Blkper + Adj.T + Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Talent 1 0.000000025069 36
## - adj_o_rk 1 0.000000027113 36
## - Blkper 1 0.000000032912 36
## - barthag_rk 1 0.000000036161 36
## - barthag 1 0.000000041204 36
## - threePper 1 0.000000049295 36
## - nc_fut_sos 1 0.000000050302 36
## - twoPper 1 0.000000052567 36
## - PPPOff 1 0.000000064624 36
## - EliteSOS 1 0.000000071387 36
## - RawT 1 0.000000078002 36
## - Adj.T 1 0.000000078571 36
## - PPPDef 1 0.000000115041 36
## - Ftper 1 0.000000123759 36
## - adj_d 1 0.000000131432 36
## - Orebper 1 0.000000148756 36
## - TOVper 1 0.000000159668 36
## - wab 1 0.000000213897 36
## <none> 0.000000021518 38
## + adj_o 1 0.000000019292 40
## + eFGD. 1 0.000000020010 40
## + adj_d_rk 1 0.000000020406 40
## + Astper 1 0.000000020500 40
## + ov_fut_sos 1 0.000000020735 40
## + ov_cur_sos 1 0.000000020735 40
## + threePperD 1 0.000000020966 40
## + EffHgt 1 0.000000020968 40
## + OpAstper 1 0.000000021064 40
## + FTRate 1 0.000000021228 40
## + threePRateD 1 0.000000021313 40
## + OpORebper 1 0.000000021411 40
## + twoPperD 1 0.000000021495 40
## + TOVperD 1 0.000000021509 40
## + ov_elite_sos 1 0.000000021524 40
## + AvgHgt 1 0.000000021526 40
## + eFG 1 0.000000021529 40
## + Blkedper 1 0.000000021554 40
## + adj_t_rk 1 0.000000021581 40
## + adj_t 1 0.000000021602 40
## + Op.Ftper 1 0.000000021612 40
## + threePRate 1 0.000000021633 40
## + FTRateD 1 0.000000021639 40
## + Exp 1 0.000000021653 40
## + nc_elite_sos 1 0.000000021696 40## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=36
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_d + wab +
## nc_fut_sos + TOVper + Orebper + RawT + twoPper + threePper +
## Blkper + Adj.T + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o_rk 1 0.000000029326 34
## - Blkper 1 0.000000035456 34
## - barthag_rk 1 0.000000045777 34
## - barthag 1 0.000000049380 34
## - nc_fut_sos 1 0.000000051012 34
## - threePper 1 0.000000058133 34
## - twoPper 1 0.000000064690 34
## - EliteSOS 1 0.000000076995 34
## - PPPOff 1 0.000000078042 34
## - RawT 1 0.000000085064 34
## - Adj.T 1 0.000000095094 34
## - PPPDef 1 0.000000116606 34
## - Ftper 1 0.000000144698 34
## - Orebper 1 0.000000156180 34
## - adj_d 1 0.000000159824 34
## - TOVper 1 0.000000162600 34
## - wab 1 0.000000217196 34
## <none> 0.000000025069 36
## + Talent 1 0.000000021518 38
## + Exp 1 0.000000022077 38
## + adj_o 1 0.000000022984 38
## + Astper 1 0.000000023731 38
## + adj_d_rk 1 0.000000023915 38
## + FTRate 1 0.000000024073 38
## + Op.Ftper 1 0.000000024163 38
## + adj_t_rk 1 0.000000024172 38
## + OpORebper 1 0.000000024325 38
## + eFGD. 1 0.000000024423 38
## + FTRateD 1 0.000000024590 38
## + nc_elite_sos 1 0.000000024594 38
## + Blkedper 1 0.000000024621 38
## + twoPperD 1 0.000000024627 38
## + ov_elite_sos 1 0.000000024706 38
## + AvgHgt 1 0.000000024744 38
## + threePRate 1 0.000000024790 38
## + eFG 1 0.000000024849 38
## + TOVperD 1 0.000000024923 38
## + adj_t 1 0.000000024993 38
## + EffHgt 1 0.000000025006 38
## + OpAstper 1 0.000000025078 38
## + ov_fut_sos 1 0.000000025137 38
## + ov_cur_sos 1 0.000000025137 38
## + threePperD 1 0.000000025138 38
## + threePRateD 1 0.000000025159 38## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=34
## conf_winner ~ barthag + barthag_rk + adj_d + wab + nc_fut_sos +
## TOVper + Orebper + RawT + twoPper + threePper + Blkper +
## Adj.T + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkper 1 0.000 32.000
## - barthag_rk 1 0.000 32.000
## - barthag 1 0.000 32.000
## - nc_fut_sos 1 0.000 32.000
## - PPPDef 1 0.000 32.000
## - adj_d 1 0.000 32.000
## - twoPper 1 0.000 32.000
## - threePper 1 0.000 32.000
## - RawT 1 0.000 32.000
## - Adj.T 1 0.000 32.000
## - EliteSOS 1 0.000 32.000
## - wab 1 0.000 32.000
## - PPPOff 1 0.000 32.000
## - TOVper 1 0.000 32.000
## - Orebper 1 0.000 32.000
## <none> 0.000 34.000
## + Astper 1 0.000 36.000
## + Exp 1 0.000 36.000
## + adj_o_rk 1 0.000 36.000
## + Op.Ftper 1 0.000 36.000
## + ov_fut_sos 1 0.000 36.000
## + ov_cur_sos 1 0.000 36.000
## + nc_elite_sos 1 0.000 36.000
## + FTRate 1 0.000 36.000
## + adj_o 1 0.000 36.000
## + EffHgt 1 0.000 36.000
## + eFG 1 0.000 36.000
## + Talent 1 0.000 36.000
## + adj_d_rk 1 0.000 36.000
## + Blkedper 1 0.000 36.000
## + adj_t_rk 1 0.000 36.000
## + AvgHgt 1 0.000 36.000
## + adj_t 1 0.000 36.000
## + OpORebper 1 0.000 36.000
## + threePRateD 1 0.000 36.000
## + threePperD 1 0.000 36.000
## + ov_elite_sos 1 0.000 36.000
## + FTRateD 1 0.000 36.000
## + threePRate 1 0.000 36.000
## + eFGD. 1 0.000 36.000
## + twoPperD 1 0.000 36.000
## + OpAstper 1 0.000 36.000
## + TOVperD 1 0.000 36.000
## - Ftper 1 18.849 50.849## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=32
## conf_winner ~ barthag + barthag_rk + adj_d + wab + nc_fut_sos +
## TOVper + Orebper + RawT + twoPper + threePper + Adj.T + Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag_rk 1 0.000 30.000
## - barthag 1 0.000 30.000
## - nc_fut_sos 1 0.000 30.000
## - PPPDef 1 0.000 30.000
## - RawT 1 0.000 30.000
## - EliteSOS 1 0.000 30.000
## - adj_d 1 0.000 30.000
## - Adj.T 1 0.000 30.000
## - wab 1 0.000 30.000
## - threePper 1 0.000 30.000
## - twoPper 1 0.000 30.000
## <none> 0.000 32.000
## + Blkper 1 0.000 34.000
## + Exp 1 0.000 34.000
## + ov_fut_sos 1 0.000 34.000
## + ov_cur_sos 1 0.000 34.000
## + Astper 1 0.000 34.000
## + adj_t_rk 1 0.000 34.000
## + threePRateD 1 0.000 34.000
## + adj_t 1 0.000 34.000
## + ov_elite_sos 1 0.000 34.000
## + adj_d_rk 1 0.000 34.000
## + nc_elite_sos 1 0.000 34.000
## + Talent 1 0.000 34.000
## + eFG 1 0.000 34.000
## + FTRateD 1 0.000 34.000
## + threePperD 1 0.000 34.000
## + TOVperD 1 0.000 34.000
## + OpAstper 1 0.000 34.000
## + AvgHgt 1 0.000 34.000
## + twoPperD 1 0.000 34.000
## + eFGD. 1 0.000 34.000
## + EffHgt 1 0.000 34.000
## + FTRate 1 0.000 34.000
## + OpORebper 1 0.000 34.000
## + threePRate 1 0.000 34.000
## + adj_o_rk 1 0.000 34.000
## + Op.Ftper 1 0.000 34.000
## + adj_o 1 0.000 34.000
## + Blkedper 1 0.000 34.000
## - PPPOff 1 17.910 47.910
## - Ftper 1 20.438 50.438
## - TOVper 1 23.876 53.876
## - Orebper 1 24.712 54.712## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=30
## conf_winner ~ barthag + adj_d + wab + nc_fut_sos + TOVper + Orebper +
## RawT + twoPper + threePper + Adj.T + Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag 1 0.000 28.000
## - nc_fut_sos 1 0.000 28.000
## - RawT 1 0.000 28.000
## - Adj.T 1 0.000 28.000
## - adj_d 1 0.000 28.000
## <none> 0.000 30.000
## + barthag_rk 1 0.000 32.000
## + Blkper 1 0.000 32.000
## + Astper 1 0.000 32.000
## + FTRate 1 0.000 32.000
## + FTRateD 1 0.000 32.000
## + EffHgt 1 0.000 32.000
## + Blkedper 1 0.000 32.000
## + OpORebper 1 0.000 32.000
## + ov_fut_sos 1 0.000 32.000
## + ov_cur_sos 1 0.000 32.000
## + adj_t 1 0.000 32.000
## + Exp 1 0.000 32.000
## + eFG 1 0.000 32.000
## + AvgHgt 1 0.000 32.000
## + adj_d_rk 1 0.000 32.000
## + OpAstper 1 0.000 32.000
## + TOVperD 1 0.000 32.000
## + adj_o 1 0.000 32.000
## + adj_o_rk 1 0.000 32.000
## + threePRateD 1 0.000 32.000
## + eFGD. 1 0.000 32.000
## + threePperD 1 0.000 32.000
## + twoPperD 1 0.000 32.000
## + ov_elite_sos 1 0.000 32.000
## + threePRate 1 0.000 32.000
## + Talent 1 0.000 32.000
## + nc_elite_sos 1 0.000 32.000
## + Op.Ftper 1 0.000 32.000
## + adj_t_rk 1 0.000 32.000
## - PPPDef 1 13.463 41.463
## - wab 1 19.548 47.548
## - threePper 1 25.276 53.276
## - twoPper 1 26.216 54.216
## - Ftper 1 26.977 54.977
## - EliteSOS 1 28.773 56.773
## - TOVper 1 30.088 58.088
## - PPPOff 1 31.169 59.169
## - Orebper 1 32.374 60.374## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=28
## conf_winner ~ adj_d + wab + nc_fut_sos + TOVper + Orebper + RawT +
## twoPper + threePper + Adj.T + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_fut_sos 1 0.000 26.000
## - RawT 1 0.000 26.000
## - Adj.T 1 0.000 26.000
## <none> 0.000 28.000
## + Blkper 1 0.000 30.000
## + EffHgt 1 0.000 30.000
## + barthag 1 0.000 30.000
## + FTRate 1 0.000 30.000
## + Astper 1 0.000 30.000
## + Blkedper 1 0.000 30.000
## + AvgHgt 1 0.000 30.000
## + TOVperD 1 0.000 30.000
## + OpORebper 1 0.000 30.000
## + eFG 1 0.000 30.000
## + adj_o 1 0.000 30.000
## + adj_d_rk 1 0.000 30.000
## + FTRateD 1 0.000 30.000
## + adj_t 1 0.000 30.000
## + barthag_rk 1 0.000 30.000
## + ov_fut_sos 1 0.000 30.000
## + ov_cur_sos 1 0.000 30.000
## + adj_o_rk 1 0.000 30.000
## + threePperD 1 0.000 30.000
## + Exp 1 0.000 30.000
## + OpAstper 1 0.000 30.000
## + nc_elite_sos 1 0.000 30.000
## + eFGD. 1 0.000 30.000
## + threePRateD 1 0.000 30.000
## + ov_elite_sos 1 0.000 30.000
## + twoPperD 1 0.000 30.000
## + threePRate 1 0.000 30.000
## + Op.Ftper 1 0.000 30.000
## + Talent 1 0.000 30.000
## + adj_t_rk 1 0.000 30.000
## - adj_d 1 12.300 38.300
## - PPPDef 1 14.162 40.162
## - threePper 1 25.998 51.998
## - Ftper 1 27.116 53.116
## - twoPper 1 27.219 53.219
## - wab 1 28.497 54.497
## - EliteSOS 1 29.424 55.424
## - TOVper 1 30.711 56.711
## - PPPOff 1 31.409 57.409
## - Orebper 1 33.210 59.210## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=26
## conf_winner ~ adj_d + wab + TOVper + Orebper + RawT + twoPper +
## threePper + Adj.T + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - RawT 1 0.000 24.000
## <none> 0.000 26.000
## + AvgHgt 1 0.000 28.000
## + Blkper 1 0.000 28.000
## + EffHgt 1 0.000 28.000
## + nc_fut_sos 1 0.000 28.000
## + nc_cur_sos 1 0.000 28.000
## + FTRate 1 0.000 28.000
## + FTRateD 1 0.000 28.000
## + adj_d_rk 1 0.000 28.000
## + Exp 1 0.000 28.000
## + Blkedper 1 0.000 28.000
## + Astper 1 0.000 28.000
## + nc_elite_sos 1 0.000 28.000
## + threePperD 1 0.000 28.000
## + ov_elite_sos 1 0.000 28.000
## + TOVperD 1 0.000 28.000
## + Talent 1 0.000 28.000
## + barthag_rk 1 0.000 28.000
## + ov_fut_sos 1 0.000 28.000
## + ov_cur_sos 1 0.000 28.000
## + adj_t 1 0.000 28.000
## + adj_t_rk 1 0.000 28.000
## + threePRate 1 0.000 28.000
## + OpORebper 1 0.000 28.000
## + threePRateD 1 0.000 28.000
## + adj_o_rk 1 0.000 28.000
## + OpAstper 1 0.000 28.000
## + twoPperD 1 0.000 28.000
## + Op.Ftper 1 0.000 28.000
## + adj_o 1 0.000 28.000
## + barthag 1 0.000 28.000
## + eFGD. 1 0.000 28.000
## + eFG 1 0.000 28.000
## - adj_d 1 12.358 36.358
## - Adj.T 1 14.086 38.086
## - PPPDef 1 15.340 39.340
## - threePper 1 26.506 50.506
## - twoPper 1 30.039 54.039
## - EliteSOS 1 30.136 54.136
## - Ftper 1 30.616 54.616
## - PPPOff 1 32.628 56.628
## - wab 1 32.773 56.773
## - TOVper 1 33.319 57.319
## - Orebper 1 34.977 58.977## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=24
## conf_winner ~ adj_d + wab + TOVper + Orebper + twoPper + threePper +
## Adj.T + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## <none> 0.00 24.00
## + FTRateD 1 0.00 26.00
## + RawT 1 0.00 26.00
## + adj_d_rk 1 0.00 26.00
## + nc_fut_sos 1 0.00 26.00
## + nc_cur_sos 1 0.00 26.00
## + nc_elite_sos 1 0.00 26.00
## + Blkper 1 0.00 26.00
## + adj_t_rk 1 0.00 26.00
## + FTRate 1 0.00 26.00
## + barthag_rk 1 0.00 26.00
## + eFGD. 1 0.00 26.00
## + AvgHgt 1 0.00 26.00
## + adj_o 1 0.00 26.00
## + threePRateD 1 0.00 26.00
## + barthag 1 0.00 26.00
## + Blkedper 1 0.00 26.00
## + twoPperD 1 0.00 26.00
## + eFG 1 0.00 26.00
## + threePperD 1 0.00 26.00
## + Exp 1 0.00 26.00
## + EffHgt 1 0.00 26.00
## + OpAstper 1 0.00 26.00
## + adj_t 1 0.00 26.00
## + threePRate 1 0.00 26.00
## + Op.Ftper 1 0.00 26.00
## + TOVperD 1 0.00 26.00
## - Adj.T 1 16.08 38.08
## - adj_d 1 20.22 42.22
## - PPPDef 1 22.05 44.05
## - threePper 1 26.81 48.81
## - twoPper 1 30.05 52.05
## - Ftper 1 30.65 52.65
## - PPPOff 1 32.63 54.63
## - EliteSOS 1 33.07 55.07
## - TOVper 1 33.35 55.35
## - Orebper 1 34.98 56.98
## - wab 1 36.26 58.26
## + Astper 1 288.35 314.35
## + ov_elite_sos 1 360.44 386.44
## + ov_fut_sos 1 360.44 386.44
## + ov_cur_sos 1 360.44 386.44
## + OpORebper 1 360.44 386.44
## + Talent 1 504.61 530.61
## + adj_o_rk 1 720.87 746.87summary(ACC.lm.stepwise)##
## Call:
## glm(formula = conf_winner ~ adj_d + wab + TOVper + Orebper +
## twoPper + threePper + Adj.T + Ftper + PPPOff + PPPDef + EliteSOS,
## family = "binomial", data = ACC_train.df, na.action = na.exclude)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 44203.92 877216.06 0.050 0.960
## adj_d -619.19 12460.17 -0.050 0.960
## wab 898.54 17811.15 0.050 0.960
## TOVper -2219.95 44002.58 -0.050 0.960
## Orebper 1206.89 23939.35 0.050 0.960
## twoPper 1088.58 21560.22 0.050 0.960
## threePper 837.21 16547.00 0.051 0.960
## Adj.T -50.03 1086.84 -0.046 0.963
## Ftper 380.57 7549.26 0.050 0.960
## PPPOff -148380.21 2935717.61 -0.051 0.960
## PPPDef 78395.50 1569482.50 0.050 0.960
## EliteSOS -548.24 10917.88 -0.050 0.960
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 87.7572393490 on 176 degrees of freedom
## Residual deviance: 0.0000096845 on 165 degrees of freedom
## AIC: 24
##
## Number of Fisher Scoring iterations: 25#accuracy
ACC.lm.step.pred <- predict(ACC.lm.stepwise, ACC_valid.df, na.action = na.pass)
accuracy(ACC.lm.step.pred, ACC_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set 4016.523 5370.155 4672.536 NaN InfBig East Conference
In this section, our group is splitting the “BE.df” dataframe that we created by filtering for only teams in the Big East conference into a training set (80%) and validation set (20%)
BE.df <- team.df2024 %>%
filter(conf == "BE")
RNGkind(sample.kind="Rounding")## Warning in RNGkind(sample.kind = "Rounding"): non-uniform 'Rounding' sampler
## usedset.seed(123)
BEtrain.index <- sample(c(1:dim(BE.df)[1]), dim(BE.df)[1]*0.8)
BE_train.df <-BE.df[BEtrain.index, ]
BE_valid.df <- BE.df[-BEtrain.index, ]
head(BE_train.df)## team year conf conf_winner barthag barthag_rk adj_o adj_o_rk
## 1: Georgetown 2013 BE 0 0.938128 12 107.644 64
## 2: St. John's 2018 BE 0 0.776442 67 106.007 134
## 3: Marquette 2015 BE 0 0.723728 83 103.974 142
## 4: Villanova 2013 BE 0 0.850688 44 105.335 97
## 5: Villanova 2023 BE 0 0.804729 61 112.274 43
## 6: Butler 2022 BE 0 0.631815 117 102.275 174
## adj_d adj_d_rk adj_t adj_t_rk wab nc_elite_sos nc_fut_sos
## 1: 84.9796 3 62.4828 301 6.5614717 16 0.4503
## 2: 95.1294 24 70.5204 109 -2.9718371 17 0.5282
## 3: 95.6221 62 64.2502 202 -4.7078783 23 0.5229
## 4: 90.5445 23 67.7379 94 0.3185955 18 0.5526
## 5: 99.2660 82 63.6931 335 -2.1719199 22 0.6102
## 6: 97.5837 87 63.8094 335 -5.3004130 24 0.4561
## nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos eFG eFGD. FTRate FTRateD
## 1: 0.4503 32 0.6877 0.6877 51.1 43.0 36.8 35.3
## 2: 0.5282 33 0.7211 0.7211 49.2 50.3 30.4 34.4
## 3: 0.5229 35 0.7155 0.7155 49.8 49.2 35.8 30.3
## 4: 0.5526 34 0.7228 0.7228 47.3 47.3 50.6 40.9
## 5: 0.6102 32 0.7128 0.7128 51.5 50.7 30.0 27.7
## 6: 0.4561 31 0.6770 0.6770 47.1 49.9 30.2 30.2
## TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1: 20.1 22.4 30.4 31.0 62.5 50.2 41.4 35.3 30.7
## 2: 16.4 22.2 23.6 32.0 71.0 48.8 46.0 33.3 37.4
## 3: 19.3 21.0 29.0 36.4 64.6 48.8 46.4 34.4 36.0
## 4: 22.9 22.0 33.1 29.5 67.1 46.0 42.4 33.2 37.3
## 5: 15.5 17.3 22.6 25.2 65.0 52.8 50.7 33.4 33.8
## 6: 18.2 17.1 27.1 27.4 64.9 48.9 51.9 29.7 31.1
## Blkper Blkedper Astper OpAstper threePRate threePRateD Adj.T AvgHgt EffHgt
## 1: 11.3 9.6 64.3 56.7 32.9 34.0 61.131 78.009 80.348
## 2: 15.5 6.1 48.8 58.9 35.4 42.8 69.307 77.790 80.734
## 3: 9.8 11.3 64.6 62.7 35.4 36.4 63.630 76.562 79.639
## 4: 10.0 9.9 56.6 63.1 35.3 35.9 66.403 78.351 81.292
## 5: 5.3 10.7 46.7 60.1 47.8 41.7 63.693 77.532 79.864
## 6: 6.2 13.9 47.3 49.5 41.8 38.1 63.808 76.943 79.580
## Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.213 83.628 67.9 66.7 1.020 0.890 31.309
## 2: 1.652 59.574 74.3 73.9 1.011 1.016 33.969
## 3: 1.785 70.387 64.5 71.4 0.999 1.029 33.708
## 4: 1.331 73.986 72.1 67.6 0.988 0.956 32.577
## 5: 1.866 64.173 82.0 77.6 1.067 1.038 31.908
## 6: 1.922 40.937 68.9 72.0 0.960 1.032 32.689head(BE_valid.df)## team year conf conf_winner barthag barthag_rk adj_o adj_o_rk
## 1: Butler 2015 BE 0 0.911519 19 108.501 66
## 2: Butler 2016 BE 0 0.889850 26 118.243 14
## 3: Cincinnati 2013 BE 0 0.873019 35 104.461 113
## 4: Connecticut 2012 BE 0 0.845694 36 109.819 45
## 5: Creighton 2019 BE 0 0.816293 48 111.817 46
## 6: DePaul 2011 BE 0 0.406342 206 102.135 166
## adj_d adj_d_rk adj_t adj_t_rk wab nc_elite_sos nc_fut_sos
## 1: 88.5835 7 63.8933 234 3.4982540 22 0.5415
## 2: 98.6001 76 69.1633 160 2.0508209 19 0.4678
## 3: 88.3376 9 65.4876 195 1.7081611 15 0.4570
## 4: 94.7174 50 64.1010 268 0.5220439 16 0.5475
## 5: 98.2166 65 68.5409 122 -2.1843570 23 0.5835
## 6: 105.5580 244 69.4489 46 -11.7682915 9 0.4197
## nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos eFG eFGD. FTRate FTRateD
## 1: 0.5415 34 0.7156 0.7156 48.4 46.7 40.8 33.4
## 2: 0.4678 32 0.6665 0.6665 52.6 49.7 39.3 35.8
## 3: 0.4570 31 0.6833 0.6833 46.2 43.3 35.5 32.7
## 4: 0.5475 30 0.7092 0.7092 50.0 44.6 34.6 25.3
## 5: 0.5835 26 0.6809 0.6809 56.2 52.8 29.0 27.9
## 6: 0.4197 31 0.6837 0.6837 47.1 54.1 33.3 39.4
## TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1: 17.0 19.5 34.7 25.3 64.3 46.3 47.1 35.6 30.7
## 2: 14.5 18.6 32.2 27.5 69.8 49.9 49.1 39.3 33.8
## 3: 19.4 20.3 38.7 29.8 65.0 45.5 42.3 31.6 30.4
## 4: 19.0 16.9 36.3 34.8 64.1 50.1 40.9 33.2 34.4
## 5: 18.6 19.1 24.7 26.8 70.2 55.7 52.9 37.9 35.0
## 6: 19.4 22.1 29.9 39.1 68.9 47.1 54.6 31.4 35.0
## Blkper Blkedper Astper OpAstper threePRate threePRateD Adj.T AvgHgt EffHgt
## 1: 8.8 11.3 47.5 50.1 28.7 34.2 63.272 76.992 79.349
## 2: 8.9 10.6 51.0 50.6 30.5 36.3 68.282 77.299 79.091
## 3: 16.1 8.8 52.5 53.8 37.1 30.4 64.151 77.150 80.796
## 4: 17.6 6.7 53.3 52.0 29.3 35.1 63.039 77.595 81.187
## 5: 7.3 10.8 56.7 51.1 46.7 39.1 68.335 76.837 79.064
## 6: 7.7 10.1 58.2 57.0 28.8 23.1 68.024 76.753 79.752
## Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.934 52.490 68.6 68.2 1.059 0.935 32.419
## 2: 2.128 61.077 73.1 71.0 1.141 1.014 31.089
## 3: 2.206 45.606 64.7 66.5 1.014 0.899 30.224
## 4: 0.802 66.842 66.2 73.5 1.060 0.995 28.931
## 5: 1.329 55.147 68.1 68.2 1.082 1.034 26.347
## 6: 1.412 50.386 68.3 71.6 0.973 1.100 30.049Logistic Regression
options(scipen = 999)
BE.lm <- glm(conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS, data = BE_train.df, family = "binomial", na.action = na.exclude)## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurredBE.lm##
## Call: glm(formula = conf_winner ~ barthag + barthag_rk + adj_o_rk +
## adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos +
## nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS, family = "binomial", data = BE_train.df,
## na.action = na.exclude)
##
## Coefficients:
## (Intercept) barthag barthag_rk adj_o_rk adj_o
## 3499.8418 -1534.0819 -2.9673 -0.0819 2.2908
## adj_d adj_d_rk adj_t adj_t_rk wab
## -12.1111 0.3434 -3.3555 -0.2364 9.4982
## nc_elite_sos nc_fut_sos nc_cur_sos ov_elite_sos ov_fut_sos
## -1.6517 200.2404 NA -17.5040 38.0948
## ov_cur_sos eFG eFGD. FTRate FTRateD
## NA -61.4819 18.1492 -0.2194 -3.5035
## TOVper TOVperD Orebper OpORebper RawT
## 35.7622 16.0169 -15.2920 -10.0284 -9.8523
## twoPper twoPperD threePper threePperD Blkper
## 21.5605 -22.5570 19.5796 -17.1509 3.4041
## Blkedper Astper OpAstper threePRate threePRateD
## 0.2176 0.6345 -3.6419 0.3503 2.3886
## Adj.T AvgHgt EffHgt Exp Talent
## 4.8606 -12.5994 -9.1725 20.5861 0.3015
## Ftper Op.Ftper PPPOff PPPDef EliteSOS
## -4.6482 -5.5100 1991.5424 1726.5660 14.1183
##
## Degrees of Freedom: 157 Total (i.e. Null); 115 Residual
## Null Deviance: 79.84
## Residual Deviance: 0.000000005809 AIC: 86In the code above, we created a logistic regression that is predicting the binary outcome variable ‘conf_winner’ using all of the predictor independent variables listed in the formula above. Each coefficient represents the change in the log-odds of the response variable for a one-unit change in the corresponding variable if all the other variables are constant. Negative coefficients represent a negative relationship with the log-odds of being a conference winner. Positive coefficients represent a positive relationship with the log-odds of being a conference winner. There are 157 degrees of freedom for the null model and 115 degrees of freedom for the residual model. The null deviance is 79.84 which represents the deviance of the null model. The residual deviance is very small 5.8e-9 which represents the deviance of the model with no predictors. The smaller the null deviance and residual deviance indicate a better fitted model. The AIC is 86 which is very low and indicates a better fitted model if the score is low.
Confusion Matrix
# Make predictions on the validation dataset
BE_predictions <- predict(BE.lm, newdata = BE_valid.df, type = "response")## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type == :
## prediction from rank-deficient fit; attr(*, "non-estim") has doubtful cases# Convert predicted probabilities to class labels (0 or 1) based on a threshold (e.g., 0.5)
BE_predicted_classes <- ifelse(BE_predictions > 0.5, 1, 0)
# Create a confusion matrix
BE_conf_matrix <- confusionMatrix(as.factor(BE_valid.df$conf_winner), as.factor(BE_predicted_classes), positive = '1')
# Print the confusion matrix
print(BE_conf_matrix)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 31 4
## 1 3 2
##
## Accuracy : 0.825
## 95% CI : (0.6722, 0.9266)
## No Information Rate : 0.85
## P-Value [Acc > NIR] : 0.7559
##
## Kappa : 0.2632
##
## Mcnemar's Test P-Value : 1.0000
##
## Sensitivity : 0.3333
## Specificity : 0.9118
## Pos Pred Value : 0.4000
## Neg Pred Value : 0.8857
## Prevalence : 0.1500
## Detection Rate : 0.0500
## Detection Prevalence : 0.1250
## Balanced Accuracy : 0.6225
##
## 'Positive' Class : 1
## #calc specificity, etc. The model shows an overall accuracy of 82.50%, with sensitivity (True Positive Rate) at 33.33%. The Kappa value is 0.2632, indicating fair agreement beyond chance. The balanced accuracy is 62.25%, suggesting a moderate performance balance between sensitivity and specificity. The positive predictive value (precision) is 40.00%, indicating that 40% of the predicted positive cases are true positives. The model’s performance is relatively balanced, and further investigation or model improvement may be considered based on the specific requirements and constraints of the application.
Backward Selection
BE_lm.backward <- step(BE.lm, direction = 'backward')## Start: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - ov_fut_sos 1 0.0000000058057 84
## - FTRate 1 0.0000000058120 84
## - Blkedper 1 0.0000000058140 84
## - Astper 1 0.0000000058223 84
## - threePRate 1 0.0000000058294 84
## - Adj.T 1 0.0000000058417 84
## - adj_t 1 0.0000000058423 84
## - adj_o_rk 1 0.0000000058471 84
## - eFGD. 1 0.0000000058508 84
## - Blkper 1 0.0000000058588 84
## - nc_elite_sos 1 0.0000000058763 84
## - nc_fut_sos 1 0.0000000058951 84
## - AvgHgt 1 0.0000000059029 84
## - adj_o 1 0.0000000059058 84
## - PPPOff 1 0.0000000059237 84
## - threePperD 1 0.0000000059333 84
## - twoPperD 1 0.0000000059368 84
## - RawT 1 0.0000000059398 84
## - threePRateD 1 0.0000000059436 84
## - Orebper 1 0.0000000059852 84
## - EffHgt 1 0.0000000060437 84
## - Exp 1 0.0000000060645 84
## - Talent 1 0.0000000060648 84
## - OpORebper 1 0.0000000060835 84
## - adj_t_rk 1 0.0000000060991 84
## - Ftper 1 0.0000000061401 84
## - TOVperD 1 0.0000000061517 84
## - TOVper 1 0.0000000061613 84
## - Op.Ftper 1 0.0000000061845 84
## - EliteSOS 1 0.0000000062007 84
## - PPPDef 1 0.0000000062096 84
## - twoPper 1 0.0000000062098 84
## - threePper 1 0.0000000062166 84
## - adj_d_rk 1 0.0000000062242 84
## - barthag_rk 1 0.0000000063009 84
## - OpAstper 1 0.0000000063314 84
## - ov_elite_sos 1 0.0000000063719 84
## - FTRateD 1 0.0000000064751 84
## - adj_d 1 0.0000000066029 84
## - wab 1 0.0000000066083 84
## - barthag 1 0.0000000066197 84
## - eFG 1 0.0000000068151 84
## <none> 0.0000000058091 86## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + eFG + eFGD. + FTRate + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD +
## threePper + threePperD + Blkper + Blkedper + Astper + OpAstper +
## threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRate 1 0.0000000058111 82
## - Astper 1 0.0000000058132 82
## - Blkedper 1 0.0000000058182 82
## - threePRate 1 0.0000000058273 82
## - adj_t 1 0.0000000058311 82
## - Adj.T 1 0.0000000058340 82
## - adj_o_rk 1 0.0000000058380 82
## - eFGD. 1 0.0000000058531 82
## - Blkper 1 0.0000000058559 82
## - nc_elite_sos 1 0.0000000058961 82
## - adj_o 1 0.0000000059141 82
## - AvgHgt 1 0.0000000059212 82
## - threePperD 1 0.0000000059371 82
## - RawT 1 0.0000000059374 82
## - PPPOff 1 0.0000000059376 82
## - threePRateD 1 0.0000000059395 82
## - twoPperD 1 0.0000000059432 82
## - Orebper 1 0.0000000059973 82
## - Talent 1 0.0000000060613 82
## - Exp 1 0.0000000061172 82
## - adj_t_rk 1 0.0000000061254 82
## - OpORebper 1 0.0000000061652 82
## - Op.Ftper 1 0.0000000061685 82
## - EffHgt 1 0.0000000061748 82
## - PPPDef 1 0.0000000062004 82
## - nc_fut_sos 1 0.0000000062177 82
## - adj_d_rk 1 0.0000000062268 82
## - EliteSOS 1 0.0000000062310 82
## - TOVper 1 0.0000000062373 82
## - TOVperD 1 0.0000000062389 82
## - twoPper 1 0.0000000062434 82
## - threePper 1 0.0000000062533 82
## - Ftper 1 0.0000000063137 82
## - OpAstper 1 0.0000000063317 82
## - barthag_rk 1 0.0000000063886 82
## - ov_elite_sos 1 0.0000000064557 82
## - adj_d 1 0.0000000066166 82
## - wab 1 0.0000000066281 82
## - FTRateD 1 0.0000000066500 82
## - barthag 1 0.0000000067405 82
## - eFG 1 0.0000000067934 82
## <none> 0.0000000058057 84## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + eFG + eFGD. + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Astper 1 0.0000000058112 80
## - Blkedper 1 0.0000000058248 80
## - adj_t 1 0.0000000058267 80
## - Adj.T 1 0.0000000058442 80
## - eFGD. 1 0.0000000058480 80
## - adj_o_rk 1 0.0000000058649 80
## - threePRate 1 0.0000000058748 80
## - nc_elite_sos 1 0.0000000059018 80
## - adj_o 1 0.0000000059073 80
## - threePperD 1 0.0000000059377 80
## - threePRateD 1 0.0000000059403 80
## - Blkper 1 0.0000000059416 80
## - twoPperD 1 0.0000000059430 80
## - AvgHgt 1 0.0000000059504 80
## - RawT 1 0.0000000059655 80
## - Talent 1 0.0000000060704 80
## - adj_t_rk 1 0.0000000061515 80
## - EffHgt 1 0.0000000061951 80
## - adj_d_rk 1 0.0000000062323 80
## - PPPOff 1 0.0000000062366 80
## - Exp 1 0.0000000062391 80
## - twoPper 1 0.0000000062450 80
## - nc_fut_sos 1 0.0000000062544 80
## - threePper 1 0.0000000062886 80
## - TOVperD 1 0.0000000062973 80
## - EliteSOS 1 0.0000000062976 80
## - OpAstper 1 0.0000000063658 80
## - Op.Ftper 1 0.0000000064131 80
## - barthag_rk 1 0.0000000064152 80
## - OpORebper 1 0.0000000064266 80
## - PPPDef 1 0.0000000064509 80
## - ov_elite_sos 1 0.0000000064791 80
## - FTRateD 1 0.0000000066918 80
## - Ftper 1 0.0000000067135 80
## - barthag 1 0.0000000068100 80
## - adj_d 1 0.0000000069072 80
## - Orebper 1 0.0000000069152 80
## - wab 1 0.0000000069992 80
## - eFG 1 0.0000000072057 80
## - TOVper 1 0.0000000080727 80
## <none> 0.0000000058111 82## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + eFG + eFGD. + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t 1 0.0000000058230 78
## - Blkedper 1 0.0000000058394 78
## - Adj.T 1 0.0000000058672 78
## - adj_o_rk 1 0.0000000058696 78
## - eFGD. 1 0.0000000058755 78
## - threePRate 1 0.0000000058893 78
## - nc_elite_sos 1 0.0000000059155 78
## - adj_o 1 0.0000000059415 78
## - threePRateD 1 0.0000000059565 78
## - RawT 1 0.0000000059641 78
## - Blkper 1 0.0000000059695 78
## - threePperD 1 0.0000000059818 78
## - twoPperD 1 0.0000000059858 78
## - AvgHgt 1 0.0000000060194 78
## - Talent 1 0.0000000061146 78
## - EffHgt 1 0.0000000061979 78
## - adj_t_rk 1 0.0000000062123 78
## - Exp 1 0.0000000062437 78
## - PPPOff 1 0.0000000062460 78
## - adj_d_rk 1 0.0000000062770 78
## - twoPper 1 0.0000000062772 78
## - EliteSOS 1 0.0000000062978 78
## - threePper 1 0.0000000063044 78
## - TOVperD 1 0.0000000063294 78
## - nc_fut_sos 1 0.0000000063538 78
## - OpORebper 1 0.0000000064294 78
## - Op.Ftper 1 0.0000000064303 78
## - barthag_rk 1 0.0000000064474 78
## - PPPDef 1 0.0000000064603 78
## - OpAstper 1 0.0000000064731 78
## - ov_elite_sos 1 0.0000000065203 78
## - FTRateD 1 0.0000000067005 78
## - Ftper 1 0.0000000068753 78
## - barthag 1 0.0000000068833 78
## - adj_d 1 0.0000000069223 78
## - Orebper 1 0.0000000069539 78
## - wab 1 0.0000000070253 78
## - eFG 1 0.0000000072407 78
## - TOVper 1 0.0000000080796 78
## <none> 0.0000000058112 80## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + OpAstper + threePRate + threePRateD + Adj.T +
## AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkedper 1 0.0000000058545 76
## - Adj.T 1 0.0000000058722 76
## - adj_o_rk 1 0.0000000059039 76
## - threePRate 1 0.0000000059051 76
## - eFGD. 1 0.0000000059129 76
## - adj_o 1 0.0000000059658 76
## - nc_elite_sos 1 0.0000000060042 76
## - threePRateD 1 0.0000000060174 76
## - Blkper 1 0.0000000061378 76
## - Talent 1 0.0000000061488 76
## - AvgHgt 1 0.0000000061795 76
## - EffHgt 1 0.0000000062210 76
## - threePperD 1 0.0000000062598 76
## - adj_t_rk 1 0.0000000062623 76
## - twoPperD 1 0.0000000062639 76
## - RawT 1 0.0000000062816 76
## - twoPper 1 0.0000000063170 76
## - TOVperD 1 0.0000000063390 76
## - nc_fut_sos 1 0.0000000063727 76
## - threePper 1 0.0000000064229 76
## - PPPDef 1 0.0000000064533 76
## - OpORebper 1 0.0000000064548 76
## - adj_d_rk 1 0.0000000064674 76
## - EliteSOS 1 0.0000000065140 76
## - barthag_rk 1 0.0000000065573 76
## - OpAstper 1 0.0000000065643 76
## - Op.Ftper 1 0.0000000065771 76
## - Exp 1 0.0000000067148 76
## - FTRateD 1 0.0000000067585 76
## - barthag 1 0.0000000069264 76
## - adj_d 1 0.0000000069310 76
## - ov_elite_sos 1 0.0000000069400 76
## - wab 1 0.0000000070664 76
## - PPPOff 1 0.0000000071949 76
## - Ftper 1 0.0000000073046 76
## - eFG 1 0.0000000074580 76
## - Orebper 1 0.0000000081374 76
## - TOVper 1 0.0000000093278 76
## <none> 0.0000000058230 78## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Adj.T 1 0.0000000059050 74
## - adj_o_rk 1 0.0000000059403 74
## - eFGD. 1 0.0000000059791 74
## - threePRate 1 0.0000000059831 74
## - adj_o 1 0.0000000060464 74
## - threePRateD 1 0.0000000060867 74
## - nc_elite_sos 1 0.0000000060875 74
## - Blkper 1 0.0000000061598 74
## - AvgHgt 1 0.0000000061883 74
## - Talent 1 0.0000000062165 74
## - EffHgt 1 0.0000000062262 74
## - threePperD 1 0.0000000062711 74
## - twoPperD 1 0.0000000062768 74
## - adj_t_rk 1 0.0000000062969 74
## - TOVperD 1 0.0000000063350 74
## - RawT 1 0.0000000063548 74
## - nc_fut_sos 1 0.0000000063776 74
## - OpORebper 1 0.0000000064526 74
## - PPPDef 1 0.0000000064562 74
## - twoPper 1 0.0000000064666 74
## - adj_d_rk 1 0.0000000064894 74
## - EliteSOS 1 0.0000000065723 74
## - Op.Ftper 1 0.0000000065749 74
## - barthag_rk 1 0.0000000065928 74
## - threePper 1 0.0000000065941 74
## - OpAstper 1 0.0000000066359 74
## - Exp 1 0.0000000067435 74
## - FTRateD 1 0.0000000068184 74
## - adj_d 1 0.0000000069403 74
## - barthag 1 0.0000000069866 74
## - ov_elite_sos 1 0.0000000070756 74
## - wab 1 0.0000000071613 74
## - PPPOff 1 0.0000000072143 74
## - Ftper 1 0.0000000073864 74
## - eFG 1 0.0000000075037 74
## - Orebper 1 0.0000000081560 74
## - TOVper 1 0.0000000094529 74
## <none> 0.0000000058545 76## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## OpAstper + threePRate + threePRateD + AvgHgt + EffHgt + Exp +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o_rk 1 0.0000000059690 72
## - eFGD. 1 0.0000000060252 72
## - adj_o 1 0.0000000060813 72
## - nc_elite_sos 1 0.0000000060903 72
## - threePRate 1 0.0000000061185 72
## - threePRateD 1 0.0000000061454 72
## - Blkper 1 0.0000000061868 72
## - AvgHgt 1 0.0000000063032 72
## - Talent 1 0.0000000063245 72
## - EffHgt 1 0.0000000063310 72
## - nc_fut_sos 1 0.0000000063766 72
## - twoPperD 1 0.0000000063838 72
## - threePperD 1 0.0000000063933 72
## - adj_t_rk 1 0.0000000064898 72
## - OpORebper 1 0.0000000064972 72
## - RawT 1 0.0000000065108 72
## - adj_d_rk 1 0.0000000065123 72
## - PPPDef 1 0.0000000065182 72
## - TOVperD 1 0.0000000065251 72
## - twoPper 1 0.0000000065865 72
## - Op.Ftper 1 0.0000000065997 72
## - EliteSOS 1 0.0000000066255 72
## - OpAstper 1 0.0000000066316 72
## - threePper 1 0.0000000066774 72
## - Exp 1 0.0000000067469 72
## - barthag_rk 1 0.0000000068788 72
## - adj_d 1 0.0000000069922 72
## - FTRateD 1 0.0000000069987 72
## - ov_elite_sos 1 0.0000000071068 72
## - wab 1 0.0000000071680 72
## - PPPOff 1 0.0000000072561 72
## - Ftper 1 0.0000000074020 72
## - barthag 1 0.0000000075195 72
## - eFG 1 0.0000000079118 72
## - Orebper 1 0.0000000081688 72
## - TOVper 1 0.0000000095674 72
## <none> 0.0000000059050 74## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk +
## adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## OpAstper + threePRate + threePRateD + AvgHgt + EffHgt + Exp +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o 1 0.0000000061497 70
## - eFGD. 1 0.0000000061634 70
## - nc_elite_sos 1 0.0000000061863 70
## - Blkper 1 0.0000000061979 70
## - threePRate 1 0.0000000062058 70
## - threePRateD 1 0.0000000062595 70
## - Talent 1 0.0000000063416 70
## - nc_fut_sos 1 0.0000000064007 70
## - AvgHgt 1 0.0000000064010 70
## - threePperD 1 0.0000000064291 70
## - EffHgt 1 0.0000000064410 70
## - twoPperD 1 0.0000000064446 70
## - OpORebper 1 0.0000000065072 70
## - TOVperD 1 0.0000000065308 70
## - PPPDef 1 0.0000000065630 70
## - adj_t_rk 1 0.0000000065710 70
## - RawT 1 0.0000000065822 70
## - adj_d_rk 1 0.0000000065864 70
## - Op.Ftper 1 0.0000000066576 70
## - twoPper 1 0.0000000066698 70
## - threePper 1 0.0000000067422 70
## - OpAstper 1 0.0000000067992 70
## - EliteSOS 1 0.0000000068231 70
## - Exp 1 0.0000000068981 70
## - barthag_rk 1 0.0000000069150 70
## - FTRateD 1 0.0000000070231 70
## - wab 1 0.0000000071914 70
## - PPPOff 1 0.0000000073078 70
## - Ftper 1 0.0000000074261 70
## - ov_elite_sos 1 0.0000000074653 70
## - adj_d 1 0.0000000074841 70
## - barthag 1 0.0000000075745 70
## - eFG 1 0.0000000079289 70
## - Orebper 1 0.0000000084769 70
## - TOVper 1 0.0000000100490 70
## <none> 0.0000000059690 72## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=70
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk +
## wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + eFG + eFGD. +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + OpAstper +
## threePRate + threePRateD + AvgHgt + EffHgt + Exp + Talent +
## Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFGD. 1 0.0000000061861 68
## - threePRate 1 0.0000000062281 68
## - Talent 1 0.0000000063754 68
## - threePperD 1 0.0000000064437 68
## - threePRateD 1 0.0000000064541 68
## - Blkper 1 0.0000000064548 68
## - twoPperD 1 0.0000000064559 68
## - AvgHgt 1 0.0000000064597 68
## - nc_elite_sos 1 0.0000000064877 68
## - PPPDef 1 0.0000000065845 68
## - TOVperD 1 0.0000000065919 68
## - twoPper 1 0.0000000066801 68
## - OpORebper 1 0.0000000066861 68
## - adj_t_rk 1 0.0000000066944 68
## - EffHgt 1 0.0000000067158 68
## - threePper 1 0.0000000067556 68
## - RawT 1 0.0000000068157 68
## - OpAstper 1 0.0000000068456 68
## - Op.Ftper 1 0.0000000068700 68
## - Exp 1 0.0000000069132 68
## - nc_fut_sos 1 0.0000000069639 68
## - barthag_rk 1 0.0000000070651 68
## - FTRateD 1 0.0000000071680 68
## - EliteSOS 1 0.0000000072638 68
## - adj_d_rk 1 0.0000000072735 68
## - wab 1 0.0000000072917 68
## - adj_d 1 0.0000000075244 68
## - barthag 1 0.0000000076041 68
## - ov_elite_sos 1 0.0000000076248 68
## - Ftper 1 0.0000000079113 68
## - eFG 1 0.0000000080140 68
## - PPPOff 1 0.0000000087912 68
## - Orebper 1 0.0000000090832 68
## - TOVper 1 0.0000000101694 68
## <none> 0.0000000061497 70## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=68
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk +
## wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + eFG + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + OpAstper + threePRate +
## threePRateD + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRate 1 0.0000000062375 66
## - Talent 1 0.0000000064730 66
## - Blkper 1 0.0000000065002 66
## - nc_elite_sos 1 0.0000000065193 66
## - AvgHgt 1 0.0000000065317 66
## - threePRateD 1 0.0000000065382 66
## - threePperD 1 0.0000000066864 66
## - adj_t_rk 1 0.0000000067190 66
## - twoPper 1 0.0000000067576 66
## - RawT 1 0.0000000068314 66
## - twoPperD 1 0.0000000068314 66
## - EffHgt 1 0.0000000068525 66
## - threePper 1 0.0000000068602 66
## - OpAstper 1 0.0000000068686 66
## - OpORebper 1 0.0000000069228 66
## - Op.Ftper 1 0.0000000069291 66
## - nc_fut_sos 1 0.0000000069714 66
## - PPPDef 1 0.0000000069757 66
## - Exp 1 0.0000000069934 66
## - TOVperD 1 0.0000000070455 66
## - barthag_rk 1 0.0000000071221 66
## - EliteSOS 1 0.0000000072738 66
## - adj_d_rk 1 0.0000000072844 66
## - adj_d 1 0.0000000075741 66
## - wab 1 0.0000000076313 66
## - ov_elite_sos 1 0.0000000076315 66
## - barthag 1 0.0000000076470 66
## - FTRateD 1 0.0000000077612 66
## - Ftper 1 0.0000000079213 66
## - eFG 1 0.0000000082602 66
## - PPPOff 1 0.0000000091466 66
## - Orebper 1 0.0000000094189 66
## - TOVper 1 0.0000000109431 66
## <none> 0.0000000061861 68## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=66
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk +
## wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + eFG + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + OpAstper + threePRateD +
## AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRateD 1 0.0000000065421 64
## - nc_elite_sos 1 0.0000000065555 64
## - Blkper 1 0.0000000065912 64
## - Talent 1 0.0000000066099 64
## - AvgHgt 1 0.0000000067272 64
## - threePperD 1 0.0000000067339 64
## - twoPper 1 0.0000000067407 64
## - adj_t_rk 1 0.0000000067696 64
## - RawT 1 0.0000000068233 64
## - threePper 1 0.0000000068468 64
## - OpAstper 1 0.0000000068576 64
## - EffHgt 1 0.0000000068635 64
## - twoPperD 1 0.0000000068963 64
## - OpORebper 1 0.0000000069380 64
## - nc_fut_sos 1 0.0000000069592 64
## - Op.Ftper 1 0.0000000069599 64
## - Exp 1 0.0000000069993 64
## - PPPDef 1 0.0000000070109 64
## - TOVperD 1 0.0000000070436 64
## - barthag_rk 1 0.0000000071080 64
## - adj_d_rk 1 0.0000000072503 64
## - EliteSOS 1 0.0000000073310 64
## - barthag 1 0.0000000076296 64
## - ov_elite_sos 1 0.0000000076838 64
## - adj_d 1 0.0000000077979 64
## - wab 1 0.0000000078504 64
## - FTRateD 1 0.0000000079208 64
## - Ftper 1 0.0000000081229 64
## - eFG 1 0.0000000085263 64
## - PPPOff 1 0.0000000092488 64
## - Orebper 1 0.0000000094403 64
## - TOVper 1 0.0000000114074 64
## <none> 0.0000000062375 66## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=64
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk +
## wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + eFG + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + OpAstper + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_elite_sos 1 0.0000000066450 62
## - Talent 1 0.0000000067876 62
## - EffHgt 1 0.0000000068706 62
## - adj_t_rk 1 0.0000000068744 62
## - OpAstper 1 0.0000000068811 62
## - RawT 1 0.0000000069315 62
## - nc_fut_sos 1 0.0000000069632 62
## - twoPper 1 0.0000000069816 62
## - AvgHgt 1 0.0000000070065 62
## - Blkper 1 0.0000000070116 62
## - threePper 1 0.0000000072404 62
## - threePperD 1 0.0000000074120 62
## - twoPperD 1 0.0000000075461 62
## - barthag_rk 1 0.0000000076272 62
## - Op.Ftper 1 0.0000000076632 62
## - adj_d_rk 1 0.0000000077606 62
## - OpORebper 1 0.0000000077944 62
## - EliteSOS 1 0.0000000078041 62
## - Exp 1 0.0000000078358 62
## - adj_d 1 0.0000000079984 62
## - PPPDef 1 0.0000000080964 62
## - TOVperD 1 0.0000000081394 62
## - barthag 1 0.0000000081488 62
## - Ftper 1 0.0000000081605 62
## - ov_elite_sos 1 0.0000000083501 62
## - FTRateD 1 0.0000000083946 62
## - eFG 1 0.0000000085365 62
## - wab 1 0.0000000086871 62
## - PPPOff 1 0.0000000093075 62
## - Orebper 1 0.0000000094375 62
## - TOVper 1 0.0000000115059 62
## <none> 0.0000000065421 64## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=62
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk +
## wab + nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD +
## threePper + threePperD + Blkper + OpAstper + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EffHgt 1 0.0000000069500 60
## - RawT 1 0.0000000069897 60
## - Talent 1 0.0000000069926 60
## - adj_t_rk 1 0.0000000069931 60
## - nc_fut_sos 1 0.0000000070523 60
## - OpAstper 1 0.0000000070725 60
## - twoPper 1 0.0000000072217 60
## - AvgHgt 1 0.0000000072223 60
## - Blkper 1 0.0000000074134 60
## - barthag_rk 1 0.0000000076326 60
## - threePper 1 0.0000000076327 60
## - twoPperD 1 0.0000000076625 60
## - Op.Ftper 1 0.0000000077331 60
## - threePperD 1 0.0000000078682 60
## - EliteSOS 1 0.0000000078723 60
## - Exp 1 0.0000000080520 60
## - OpORebper 1 0.0000000080884 60
## - PPPDef 1 0.0000000081161 60
## - barthag 1 0.0000000081618 60
## - adj_d_rk 1 0.0000000082969 60
## - TOVperD 1 0.0000000083213 60
## - FTRateD 1 0.0000000084745 60
## - ov_elite_sos 1 0.0000000085176 60
## - adj_d 1 0.0000000086988 60
## - wab 1 0.0000000088857 60
## - eFG 1 0.0000000089099 60
## - Ftper 1 0.0000000089992 60
## - PPPOff 1 0.0000000093243 60
## - Orebper 1 0.0000000094417 60
## - TOVper 1 0.0000000114412 60
## <none> 0.0000000066450 62## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=60
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk +
## wab + nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD +
## threePper + threePperD + Blkper + OpAstper + AvgHgt + Exp +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpAstper 1 0.0000000070678 58
## - adj_t_rk 1 0.0000000072106 58
## - RawT 1 0.0000000073044 58
## - nc_fut_sos 1 0.0000000075895 58
## - Talent 1 0.0000000077181 58
## - twoPper 1 0.0000000078009 58
## - twoPperD 1 0.0000000078704 58
## - Blkper 1 0.0000000081089 58
## - Op.Ftper 1 0.0000000081336 58
## - Exp 1 0.0000000081995 58
## - threePper 1 0.0000000082026 58
## - threePperD 1 0.0000000083256 58
## - PPPDef 1 0.0000000083621 58
## - TOVperD 1 0.0000000086190 58
## - barthag_rk 1 0.0000000086211 58
## - OpORebper 1 0.0000000086597 58
## - EliteSOS 1 0.0000000087066 58
## - FTRateD 1 0.0000000087689 58
## - adj_d 1 0.0000000091281 58
## - barthag 1 0.0000000091589 58
## - ov_elite_sos 1 0.0000000093775 58
## - adj_d_rk 1 0.0000000094671 58
## - Ftper 1 0.0000000098418 58
## - eFG 1 0.0000000105257 58
## - PPPOff 1 0.0000000107582 58
## - AvgHgt 1 0.0000000109336 58
## - Orebper 1 0.0000000113580 58
## - wab 1 0.0000000115180 58
## - TOVper 1 0.0000000125991 58
## <none> 0.0000000069500 60## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=58
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk +
## wab + nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD +
## threePper + threePperD + Blkper + AvgHgt + Exp + Talent +
## Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t_rk 1 0.0000000074199 56
## - RawT 1 0.0000000075393 56
## - Talent 1 0.0000000078038 56
## - twoPper 1 0.0000000078681 56
## - twoPperD 1 0.0000000080287 56
## - nc_fut_sos 1 0.0000000081163 56
## - Op.Ftper 1 0.0000000082050 56
## - Blkper 1 0.0000000082051 56
## - threePper 1 0.0000000082192 56
## - threePperD 1 0.0000000084192 56
## - PPPDef 1 0.0000000085048 56
## - Exp 1 0.0000000085911 56
## - barthag_rk 1 0.0000000086591 56
## - TOVperD 1 0.0000000089178 56
## - OpORebper 1 0.0000000090263 56
## - FTRateD 1 0.0000000090509 56
## - barthag 1 0.0000000091611 56
## - adj_d 1 0.0000000095284 56
## - adj_d_rk 1 0.0000000096565 56
## - EliteSOS 1 0.0000000100023 56
## - eFG 1 0.0000000105486 56
## - Ftper 1 0.0000000107058 56
## - ov_elite_sos 1 0.0000000108055 56
## - AvgHgt 1 0.0000000111775 56
## - wab 1 0.0000000119432 56
## - PPPOff 1 0.0000000142167 56
## - TOVper 1 0.0000000147988 56
## - Orebper 1 0.0000000156068 56
## <none> 0.0000000070678 58## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=56
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + AvgHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Talent 1 0.0000000078847 54
## - RawT 1 0.0000000080015 54
## - twoPper 1 0.0000000080080 54
## - threePper 1 0.0000000082458 54
## - Blkper 1 0.0000000083193 54
## - twoPperD 1 0.0000000083314 54
## - nc_fut_sos 1 0.0000000085077 54
## - Op.Ftper 1 0.0000000085232 54
## - threePperD 1 0.0000000085754 54
## - Exp 1 0.0000000088959 54
## - barthag_rk 1 0.0000000089015 54
## - PPPDef 1 0.0000000089965 54
## - TOVperD 1 0.0000000091154 54
## - OpORebper 1 0.0000000091733 54
## - FTRateD 1 0.0000000097111 54
## - barthag 1 0.0000000097275 54
## - EliteSOS 1 0.0000000104215 54
## - eFG 1 0.0000000105598 54
## - ov_elite_sos 1 0.0000000112711 54
## - AvgHgt 1 0.0000000113137 54
## - adj_d_rk 1 0.0000000115194 54
## - Ftper 1 0.0000000115479 54
## - adj_d 1 0.0000000118283 54
## - wab 1 0.0000000143349 54
## - PPPOff 1 0.0000000165975 54
## - Orebper 1 0.0000000166579 54
## - TOVper 1 0.0000000191094 54
## <none> 0.0000000074199 56## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=54
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + AvgHgt + Exp + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPper 1 0.0000000082579 52
## - Op.Ftper 1 0.0000000085028 52
## - twoPperD 1 0.0000000085030 52
## - nc_fut_sos 1 0.0000000085727 52
## - RawT 1 0.0000000087946 52
## - threePperD 1 0.0000000088453 52
## - PPPDef 1 0.0000000090665 52
## - threePper 1 0.0000000090752 52
## - Exp 1 0.0000000090920 52
## - TOVperD 1 0.0000000092320 52
## - barthag_rk 1 0.0000000092964 52
## - OpORebper 1 0.0000000095180 52
## - Blkper 1 0.0000000095958 52
## - FTRateD 1 0.0000000097868 52
## - barthag 1 0.0000000099751 52
## - EliteSOS 1 0.0000000110838 52
## - Ftper 1 0.0000000114923 52
## - adj_d_rk 1 0.0000000115892 52
## - AvgHgt 1 0.0000000116705 52
## - eFG 1 0.0000000119253 52
## - ov_elite_sos 1 0.0000000122251 52
## - adj_d 1 0.0000000128150 52
## - wab 1 0.0000000147703 52
## - PPPOff 1 0.0000000164323 52
## - Orebper 1 0.0000000166423 52
## - TOVper 1 0.0000000191399 52
## <none> 0.0000000078847 54## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=52
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPperD + threePper + threePperD +
## Blkper + AvgHgt + Exp + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_fut_sos 1 0.0000000086254 50
## - Op.Ftper 1 0.0000000087342 50
## - RawT 1 0.0000000089724 50
## - Exp 1 0.0000000090665 50
## - twoPperD 1 0.0000000090947 50
## - threePperD 1 0.0000000092100 50
## - Blkper 1 0.0000000096409 50
## - threePper 1 0.0000000097955 50
## - OpORebper 1 0.0000000104316 50
## - TOVperD 1 0.0000000105219 50
## - PPPDef 1 0.0000000106052 50
## - FTRateD 1 0.0000000106709 50
## - barthag_rk 1 0.0000000107892 50
## - barthag 1 0.0000000118004 50
## - EliteSOS 1 0.0000000119190 50
## - adj_d_rk 1 0.0000000121062 50
## - AvgHgt 1 0.0000000124247 50
## - Ftper 1 0.0000000133705 50
## - ov_elite_sos 1 0.0000000135618 50
## - wab 1 0.0000000171499 50
## - adj_d 1 0.0000000175002 50
## - Orebper 1 0.0000000189009 50
## - eFG 1 0.0000000194355 50
## - PPPOff 1 0.0000000215193 50
## - TOVper 1 0.0000000240799 50
## <none> 0.0000000082579 52## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=50
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePper + threePperD + Blkper +
## AvgHgt + Exp + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Exp 1 0.0000000092217 48
## - RawT 1 0.0000000096716 48
## - threePper 1 0.0000000098002 48
## - Blkper 1 0.0000000098037 48
## - twoPperD 1 0.0000000099015 48
## - Op.Ftper 1 0.0000000100266 48
## - threePperD 1 0.0000000105442 48
## - FTRateD 1 0.0000000107128 48
## - TOVperD 1 0.0000000111012 48
## - PPPDef 1 0.0000000112256 48
## - OpORebper 1 0.0000000113929 48
## - barthag_rk 1 0.0000000131105 48
## - adj_d_rk 1 0.0000000133130 48
## - EliteSOS 1 0.0000000133534 48
## - AvgHgt 1 0.0000000134672 48
## - Ftper 1 0.0000000138005 48
## - ov_elite_sos 1 0.0000000143319 48
## - barthag 1 0.0000000155726 48
## - adj_d 1 0.0000000187383 48
## - Orebper 1 0.0000000196392 48
## - eFG 1 0.0000000196639 48
## - wab 1 0.0000000213926 48
## - PPPOff 1 0.0000000232610 48
## - TOVper 1 0.0000000252383 48
## <none> 0.0000000086254 50## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=48
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePper + threePperD + Blkper +
## AvgHgt + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePper 1 0.0000000098007 46
## - Blkper 1 0.0000000098074 46
## - twoPperD 1 0.0000000098858 46
## - RawT 1 0.0000000099835 46
## - Op.Ftper 1 0.0000000103124 46
## - threePperD 1 0.0000000105714 46
## - FTRateD 1 0.0000000108675 46
## - TOVperD 1 0.0000000111208 46
## - PPPDef 1 0.0000000112523 46
## - OpORebper 1 0.0000000113920 46
## - EliteSOS 1 0.0000000135329 46
## - Ftper 1 0.0000000138995 46
## - barthag_rk 1 0.0000000140268 46
## - AvgHgt 1 0.0000000143391 46
## - ov_elite_sos 1 0.0000000152620 46
## - adj_d_rk 1 0.0000000162284 46
## - barthag 1 0.0000000165285 46
## - Orebper 1 0.0000000197177 46
## - eFG 1 0.0000000198260 46
## - wab 1 0.0000000214595 46
## - adj_d 1 0.0000000215348 46
## - PPPOff 1 0.0000000241120 46
## - TOVper 1 0.0000000260134 46
## <none> 0.0000000092217 48## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=46
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePperD + Blkper + AvgHgt +
## Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkper 1 0.0000000101372 44
## - RawT 1 0.0000000102093 44
## - twoPperD 1 0.0000000106357 44
## - FTRateD 1 0.0000000110232 44
## - threePperD 1 0.0000000112344 44
## - TOVperD 1 0.0000000114003 44
## - PPPDef 1 0.0000000118935 44
## - Op.Ftper 1 0.0000000119202 44
## - OpORebper 1 0.0000000119739 44
## - Ftper 1 0.0000000142270 44
## - barthag_rk 1 0.0000000142562 44
## - AvgHgt 1 0.0000000149135 44
## - EliteSOS 1 0.0000000157112 44
## - ov_elite_sos 1 0.0000000159067 44
## - adj_d_rk 1 0.0000000162464 44
## - barthag 1 0.0000000168142 44
## - Orebper 1 0.0000000197291 44
## - eFG 1 0.0000000199068 44
## - adj_d 1 0.0000000220867 44
## - PPPOff 1 0.0000000244870 44
## - wab 1 0.0000000245094 44
## - TOVper 1 0.0000000267028 44
## <none> 0.0000000098007 46## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=44
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePperD + AvgHgt + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - RawT 1 0.000000010390 42
## - twoPperD 1 0.000000010838 42
## - TOVperD 1 0.000000011451 42
## - FTRateD 1 0.000000011520 42
## - threePperD 1 0.000000011569 42
## - PPPDef 1 0.000000011925 42
## - OpORebper 1 0.000000012087 42
## - Op.Ftper 1 0.000000012457 42
## - barthag_rk 1 0.000000014186 42
## - Ftper 1 0.000000014723 42
## - AvgHgt 1 0.000000016257 42
## - adj_d_rk 1 0.000000016471 42
## - barthag 1 0.000000016745 42
## - Orebper 1 0.000000019762 42
## - eFG 1 0.000000020067 42
## - EliteSOS 1 0.000000020944 42
## - ov_elite_sos 1 0.000000022710 42
## - adj_d 1 0.000000022847 42
## - wab 1 0.000000024669 42
## - PPPOff 1 0.000000025830 42
## - TOVper 1 0.000000026804 42
## <none> 0.000000010137 44## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=42
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + twoPperD + threePperD + AvgHgt + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPperD 1 0.000000012432 40
## - FTRateD 1 0.000000012822 40
## - threePperD 1 0.000000013644 40
## - TOVperD 1 0.000000013683 40
## - Op.Ftper 1 0.000000013878 40
## - OpORebper 1 0.000000014084 40
## - barthag_rk 1 0.000000014145 40
## - PPPDef 1 0.000000014265 40
## - Ftper 1 0.000000015161 40
## - barthag 1 0.000000017167 40
## - AvgHgt 1 0.000000017543 40
## - adj_d_rk 1 0.000000018524 40
## - Orebper 1 0.000000019875 40
## - eFG 1 0.000000020227 40
## - EliteSOS 1 0.000000021127 40
## - ov_elite_sos 1 0.000000022845 40
## - adj_d 1 0.000000023000 40
## - PPPOff 1 0.000000025713 40
## - TOVper 1 0.000000028517 40
## - wab 1 0.000000029534 40
## <none> 0.000000010390 42## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=40
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + threePperD + AvgHgt + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRateD 1 0.000000012860 38
## - Op.Ftper 1 0.000000013877 38
## - threePperD 1 0.000000013920 38
## - barthag_rk 1 0.000000015114 38
## - PPPDef 1 0.000000015192 38
## - Ftper 1 0.000000015374 38
## - barthag 1 0.000000017817 38
## - AvgHgt 1 0.000000018209 38
## - TOVperD 1 0.000000019462 38
## - OpORebper 1 0.000000019788 38
## - Orebper 1 0.000000019925 38
## - eFG 1 0.000000020283 38
## - adj_d_rk 1 0.000000021091 38
## - EliteSOS 1 0.000000022252 38
## - ov_elite_sos 1 0.000000023387 38
## - adj_d 1 0.000000023698 38
## - PPPOff 1 0.000000026211 38
## - TOVper 1 0.000000029868 38
## - wab 1 0.000000044600 38
## <none> 0.000000012432 40## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=38
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + TOVper + TOVperD + Orebper + OpORebper +
## threePperD + AvgHgt + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Op.Ftper 1 0.000000013949 36
## - threePperD 1 0.000000014794 36
## - barthag_rk 1 0.000000015344 36
## - PPPDef 1 0.000000015654 36
## - Ftper 1 0.000000016016 36
## - barthag 1 0.000000018338 36
## - TOVperD 1 0.000000019411 36
## - OpORebper 1 0.000000019665 36
## - eFG 1 0.000000021808 36
## - Orebper 1 0.000000021928 36
## - adj_d_rk 1 0.000000022791 36
## - AvgHgt 1 0.000000024600 36
## - adj_d 1 0.000000025293 36
## - PPPOff 1 0.000000027959 36
## - ov_elite_sos 1 0.000000028456 36
## - EliteSOS 1 0.000000028662 36
## - TOVper 1 0.000000032956 36
## - wab 1 0.000000069466 36
## <none> 0.000000012860 38## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=36
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + TOVper + TOVperD + Orebper + OpORebper +
## threePperD + AvgHgt + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - PPPDef 1 0.000000015954 34
## - threePperD 1 0.000000017155 34
## - barthag_rk 1 0.000000017847 34
## - barthag 1 0.000000019824 34
## - OpORebper 1 0.000000020103 34
## - Ftper 1 0.000000021817 34
## - TOVperD 1 0.000000023224 34
## - adj_d 1 0.000000025222 34
## - AvgHgt 1 0.000000028269 34
## - ov_elite_sos 1 0.000000028927 34
## - adj_d_rk 1 0.000000029431 34
## - EliteSOS 1 0.000000030323 34
## - eFG 1 0.000000031901 34
## - Orebper 1 0.000000032166 34
## - PPPOff 1 0.000000042266 34
## - TOVper 1 0.000000043454 34
## - wab 1 0.000000070424 34
## <none> 0.000000013949 36## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=34
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + TOVper + TOVperD + Orebper + OpORebper +
## threePperD + AvgHgt + Ftper + PPPOff + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePperD 1 0.000000019293 32
## - TOVperD 1 0.000000023215 32
## - OpORebper 1 0.000000024815 32
## - barthag_rk 1 0.000000029313 32
## - adj_d_rk 1 0.000000029336 32
## - ov_elite_sos 1 0.000000029936 32
## - barthag 1 0.000000031235 32
## - Ftper 1 0.000000032576 32
## - AvgHgt 1 0.000000034910 32
## - EliteSOS 1 0.000000035693 32
## - adj_d 1 0.000000039875 32
## - eFG 1 0.000000050192 32
## - Orebper 1 0.000000057853 32
## - PPPOff 1 0.000000071414 32
## - TOVper 1 0.000000089922 32
## - wab 1 0.000000167362 32
## <none> 0.000000015954 34## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=32
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + TOVper + TOVperD + Orebper + OpORebper +
## AvgHgt + Ftper + PPPOff + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - TOVperD 1 0.000000023504 30
## - OpORebper 1 0.000000025961 30
## - adj_d_rk 1 0.000000030705 30
## - Ftper 1 0.000000033220 30
## - barthag_rk 1 0.000000033893 30
## - barthag 1 0.000000036719 30
## - AvgHgt 1 0.000000037668 30
## - adj_d 1 0.000000041407 30
## - ov_elite_sos 1 0.000000046242 30
## - EliteSOS 1 0.000000049876 30
## - eFG 1 0.000000051688 30
## - Orebper 1 0.000000058845 30
## - PPPOff 1 0.000000074184 30
## - TOVper 1 0.000000091950 30
## - wab 1 0.000000188912 30
## <none> 0.000000019293 32## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=30
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + TOVper + Orebper + OpORebper + AvgHgt +
## Ftper + PPPOff + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpORebper 1 0.000000026726 28
## - barthag_rk 1 0.000000033832 28
## - barthag 1 0.000000036046 28
## - adj_d_rk 1 0.000000042624 28
## - Ftper 1 0.000000042703 28
## - ov_elite_sos 1 0.000000049440 28
## - eFG 1 0.000000051410 28
## - adj_d 1 0.000000052516 28
## - EliteSOS 1 0.000000053893 28
## - Orebper 1 0.000000061602 28
## - PPPOff 1 0.000000076217 28
## - AvgHgt 1 0.000000084426 28
## - TOVper 1 0.000000094790 28
## - wab 1 0.000000184564 28
## <none> 0.000000023504 30## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=28
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + TOVper + Orebper + AvgHgt + Ftper +
## PPPOff + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag_rk 1 0.00000003833 26
## - barthag 1 0.00000003976 26
## - Ftper 1 0.00000004784 26
## - adj_d_rk 1 0.00000004804 26
## - adj_d 1 0.00000005596 26
## - eFG 1 0.00000006185 26
## - EliteSOS 1 0.00000006798 26
## - ov_elite_sos 1 0.00000007484 26
## - AvgHgt 1 0.00000009255 26
## - Orebper 1 0.00000021735 26
## - PPPOff 1 0.00000021777 26
## - wab 1 0.00000029172 26
## - TOVper 1 0.00000060623 26
## <none> 0.00000002673 28## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=26
## conf_winner ~ barthag + adj_d + adj_d_rk + wab + ov_elite_sos +
## eFG + TOVper + Orebper + AvgHgt + Ftper + PPPOff + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag 1 0.000 24.000
## - adj_d_rk 1 0.000 24.000
## - Ftper 1 0.000 24.000
## - adj_d 1 0.000 24.000
## - EliteSOS 1 0.000 24.000
## - ov_elite_sos 1 0.000 24.000
## - PPPOff 1 0.000 24.000
## - Orebper 1 0.000 24.000
## - eFG 1 0.000 24.000
## - AvgHgt 1 0.000 24.000
## <none> 0.000 26.000
## - TOVper 1 16.328 40.328
## - wab 1 17.418 41.418## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=24
## conf_winner ~ adj_d + adj_d_rk + wab + ov_elite_sos + eFG + TOVper +
## Orebper + AvgHgt + Ftper + PPPOff + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Ftper 1 0.000 22.000
## - adj_d_rk 1 0.000 22.000
## - adj_d 1 0.000 22.000
## - Orebper 1 0.000 22.000
## - eFG 1 0.000 22.000
## - AvgHgt 1 0.000 22.000
## - PPPOff 1 0.000 22.000
## - EliteSOS 1 0.000 22.000
## <none> 0.000 24.000
## - ov_elite_sos 1 12.648 34.648
## - TOVper 1 16.357 38.357
## - wab 1 20.088 42.088## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=22
## conf_winner ~ adj_d + adj_d_rk + wab + ov_elite_sos + eFG + TOVper +
## Orebper + AvgHgt + PPPOff + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d_rk 1 0.000 20.000
## - adj_d 1 0.000 20.000
## <none> 0.000 22.000
## - PPPOff 1 10.299 30.299
## - eFG 1 13.007 33.007
## - EliteSOS 1 13.723 33.723
## - AvgHgt 1 14.176 34.176
## - Orebper 1 15.732 35.732
## - ov_elite_sos 1 16.759 36.759
## - TOVper 1 20.375 40.375
## - wab 1 22.587 42.587## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=20
## conf_winner ~ adj_d + wab + ov_elite_sos + eFG + TOVper + Orebper +
## AvgHgt + PPPOff + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d 1 0.000 18.000
## <none> 0.000 20.000
## - PPPOff 1 14.250 32.250
## - eFG 1 14.652 32.651
## - AvgHgt 1 15.761 33.761
## - EliteSOS 1 16.015 34.015
## - Orebper 1 16.801 34.801
## - ov_elite_sos 1 18.565 36.565
## - TOVper 1 20.912 38.912
## - wab 1 25.482 43.482## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=18
## conf_winner ~ wab + ov_elite_sos + eFG + TOVper + Orebper + AvgHgt +
## PPPOff + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## <none> 0.000 18.000
## - PPPOff 1 14.258 30.258
## - eFG 1 14.828 30.828
## - EliteSOS 1 16.065 32.065
## - AvgHgt 1 16.662 32.662
## - Orebper 1 16.974 32.974
## - ov_elite_sos 1 18.741 34.741
## - TOVper 1 21.938 37.938
## - wab 1 56.570 72.570summary(BE_lm.backward)##
## Call:
## glm(formula = conf_winner ~ wab + ov_elite_sos + eFG + TOVper +
## Orebper + AvgHgt + PPPOff + EliteSOS, family = "binomial",
## data = BE_train.df, na.action = na.exclude)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 753.77 360296.45 0.002 0.998
## wab 100.07 9075.64 0.011 0.991
## ov_elite_sos -160.00 16276.53 -0.010 0.992
## eFG -165.42 15604.84 -0.011 0.992
## TOVper 227.80 20999.24 0.011 0.991
## Orebper -69.42 6642.80 -0.010 0.992
## AvgHgt -67.55 7153.68 -0.009 0.992
## PPPOff 10230.22 995495.58 0.010 0.992
## EliteSOS 140.99 14458.55 0.010 0.992
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 79.83915392201 on 157 degrees of freedom
## Residual deviance: 0.00000029546 on 149 degrees of freedom
## AIC: 18
##
## Number of Fisher Scoring iterations: 25#accuracy
BE.lm.back.pred <- predict(BE_lm.backward, BE_valid.df, na.action = na.pass)
accuracy(BE.lm.back.pred, BE_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set 737.2455 860.3166 737.2455 Inf InfBased on the backward selection, it is important to note that the variables selected from our function are wab, ov_elite_sos, eFG, TOVper, Orebper, AvgHgt, PPPOff, EliteSOS. As stated before, positive coefficients increase the likelihood of being a conference winner while negative coefficients decrease the likelihood of being a conference winner. None of the coefficients for the predictors are statistically significant, as indicated by the p-values (all greater than 0.05). The AIC is 18 which is very low, providing a measure of model fit. A lower AIC indicates a better-fitting model. The intercept has a very large positive value, indicating an extreme estimate. This could be a result of multicollinearity or other issues in model estimation.
Forward Selection
BE.lm.null <- lm(conf_winner ~ 1, data = BE_train.df, na.action = na.exclude)
BE.lm.forward <- step(BE.lm.null, direction = 'forward', scope = list(lower = BE.lm.null, upper = BE.lm))## Start: AIC=-430.42
## conf_winner ~ 1
##
## Df Sum of Sq RSS AIC
## + wab 1 1.81464 8.4195 -459.26
## + PPPDef 1 1.30551 8.9287 -449.99
## + eFG 1 1.15183 9.0823 -447.29
## + adj_d 1 1.14791 9.0863 -447.22
## + twoPper 1 0.93197 9.3022 -443.51
## + barthag 1 0.91294 9.3212 -443.19
## + barthag_rk 1 0.89398 9.3402 -442.87
## + PPPOff 1 0.86529 9.3689 -442.38
## + adj_o 1 0.84537 9.3888 -442.05
## + threePper 1 0.74477 9.4894 -440.36
## + eFGD. 1 0.65551 9.5787 -438.88
## + adj_d_rk 1 0.56114 9.6730 -437.33
## + threePperD 1 0.45601 9.7782 -435.63
## + adj_o_rk 1 0.44569 9.7885 -435.46
## + twoPperD 1 0.41741 9.8168 -435.00
## + Astper 1 0.41730 9.8169 -435.00
## + Talent 1 0.36231 9.8719 -434.12
## + TOVperD 1 0.31302 9.9212 -433.33
## + Op.Ftper 1 0.26237 9.9718 -432.53
## + Blkedper 1 0.24171 9.9925 -432.20
## + nc_fut_sos 1 0.22379 10.0104 -431.92
## + nc_cur_sos 1 0.22379 10.0104 -431.92
## + threePRate 1 0.19457 10.0396 -431.46
## + FTRateD 1 0.14372 10.0905 -430.66
## + FTRate 1 0.13547 10.0987 -430.53
## <none> 10.2342 -430.42
## + ov_fut_sos 1 0.11228 10.1219 -430.17
## + ov_cur_sos 1 0.11228 10.1219 -430.17
## + Blkper 1 0.07202 10.1622 -429.54
## + EffHgt 1 0.05984 10.1743 -429.35
## + nc_elite_sos 1 0.04965 10.1845 -429.19
## + Orebper 1 0.04003 10.1941 -429.04
## + threePRateD 1 0.03427 10.1999 -428.95
## + Exp 1 0.01979 10.2144 -428.73
## + Adj.T 1 0.01706 10.2171 -428.69
## + RawT 1 0.01244 10.2217 -428.62
## + Ftper 1 0.01082 10.2234 -428.59
## + OpORebper 1 0.00986 10.2243 -428.58
## + OpAstper 1 0.00828 10.2259 -428.55
## + adj_t 1 0.00623 10.2279 -428.52
## + TOVper 1 0.00341 10.2308 -428.48
## + AvgHgt 1 0.00128 10.2329 -428.44
## + adj_t_rk 1 0.00090 10.2333 -428.44
## + ov_elite_sos 1 0.00010 10.2341 -428.43
## + EliteSOS 1 0.00000 10.2342 -428.42
##
## Step: AIC=-459.26
## conf_winner ~ wab
##
## Df Sum of Sq RSS AIC
## + barthag_rk 1 0.42334 7.9962 -465.41
## + barthag 1 0.37839 8.0411 -464.53
## + adj_o_rk 1 0.18827 8.2313 -460.84
## + TOVperD 1 0.17521 8.2443 -460.58
## + TOVper 1 0.17332 8.2462 -460.55
## + ov_elite_sos 1 0.13314 8.2864 -459.78
## + EliteSOS 1 0.13126 8.2883 -459.74
## <none> 8.4195 -459.26
## + eFG 1 0.09656 8.3230 -459.08
## + Op.Ftper 1 0.08817 8.3314 -458.93
## + PPPDef 1 0.08425 8.3353 -458.85
## + threePRate 1 0.07289 8.3466 -458.64
## + Ftper 1 0.07212 8.3474 -458.62
## + twoPper 1 0.06461 8.3549 -458.48
## + threePper 1 0.06104 8.3585 -458.41
## + OpAstper 1 0.06099 8.3585 -458.41
## + OpORebper 1 0.05530 8.3642 -458.30
## + adj_d 1 0.05511 8.3644 -458.30
## + adj_d_rk 1 0.04865 8.3709 -458.18
## + EffHgt 1 0.04650 8.3730 -458.14
## + AvgHgt 1 0.03912 8.3804 -458.00
## + adj_t_rk 1 0.02844 8.3911 -457.80
## + nc_elite_sos 1 0.02659 8.3930 -457.76
## + adj_o 1 0.01831 8.4012 -457.61
## + threePperD 1 0.01552 8.4040 -457.55
## + ov_fut_sos 1 0.01260 8.4069 -457.50
## + ov_cur_sos 1 0.01260 8.4069 -457.50
## + Astper 1 0.01232 8.4072 -457.49
## + Blkedper 1 0.00981 8.4097 -457.45
## + Orebper 1 0.00897 8.4106 -457.43
## + PPPOff 1 0.00830 8.4112 -457.42
## + threePRateD 1 0.00780 8.4117 -457.41
## + eFGD. 1 0.00580 8.4137 -457.37
## + Blkper 1 0.00547 8.4141 -457.37
## + adj_t 1 0.00205 8.4175 -457.30
## + FTRate 1 0.00189 8.4176 -457.30
## + nc_fut_sos 1 0.00078 8.4188 -457.28
## + nc_cur_sos 1 0.00078 8.4188 -457.28
## + Exp 1 0.00065 8.4189 -457.27
## + Talent 1 0.00018 8.4194 -457.27
## + twoPperD 1 0.00009 8.4194 -457.26
## + FTRateD 1 0.00001 8.4195 -457.26
## + Adj.T 1 0.00000 8.4195 -457.26
## + RawT 1 0.00000 8.4195 -457.26
##
## Step: AIC=-465.41
## conf_winner ~ wab + barthag_rk
##
## Df Sum of Sq RSS AIC
## + eFG 1 0.168943 7.8273 -466.79
## + adj_d 1 0.167699 7.8285 -466.76
## + PPPDef 1 0.158536 7.8377 -466.58
## + TOVper 1 0.154495 7.8417 -466.50
## + TOVperD 1 0.134469 7.8617 -466.09
## + twoPper 1 0.133549 7.8626 -466.07
## <none> 7.9962 -465.41
## + Op.Ftper 1 0.084716 7.9115 -465.10
## + ov_elite_sos 1 0.083159 7.9130 -465.07
## + EliteSOS 1 0.082836 7.9134 -465.06
## + threePper 1 0.079237 7.9170 -464.99
## + threePRate 1 0.073774 7.9224 -464.88
## + Astper 1 0.061113 7.9351 -464.63
## + AvgHgt 1 0.048231 7.9480 -464.37
## + OpAstper 1 0.047678 7.9485 -464.36
## + EffHgt 1 0.037655 7.9585 -464.16
## + Ftper 1 0.035012 7.9612 -464.11
## + eFGD. 1 0.025615 7.9706 -463.92
## + adj_o_rk 1 0.019272 7.9769 -463.79
## + nc_fut_sos 1 0.018805 7.9774 -463.79
## + nc_cur_sos 1 0.018805 7.9774 -463.79
## + twoPperD 1 0.016237 7.9800 -463.73
## + adj_t_rk 1 0.015891 7.9803 -463.73
## + OpORebper 1 0.015678 7.9805 -463.72
## + Blkedper 1 0.014267 7.9819 -463.70
## + threePperD 1 0.013645 7.9826 -463.68
## + barthag 1 0.011092 7.9851 -463.63
## + Exp 1 0.006772 7.9894 -463.55
## + PPPOff 1 0.005696 7.9905 -463.53
## + threePRateD 1 0.005357 7.9908 -463.52
## + FTRate 1 0.003130 7.9931 -463.48
## + adj_o 1 0.002280 7.9939 -463.46
## + FTRateD 1 0.002232 7.9940 -463.46
## + Orebper 1 0.001439 7.9948 -463.44
## + nc_elite_sos 1 0.001395 7.9948 -463.44
## + ov_fut_sos 1 0.001297 7.9949 -463.44
## + ov_cur_sos 1 0.001297 7.9949 -463.44
## + Talent 1 0.001232 7.9950 -463.44
## + Adj.T 1 0.000968 7.9952 -463.43
## + RawT 1 0.000957 7.9952 -463.43
## + adj_d_rk 1 0.000181 7.9960 -463.42
## + adj_t 1 0.000090 7.9961 -463.42
## + Blkper 1 0.000010 7.9962 -463.41
##
## Step: AIC=-466.79
## conf_winner ~ wab + barthag_rk + eFG
##
## Df Sum of Sq RSS AIC
## + adj_d 1 0.61369 7.2136 -477.69
## + PPPDef 1 0.49788 7.3294 -475.17
## + TOVperD 1 0.25913 7.5681 -470.11
## + TOVper 1 0.22275 7.6045 -469.35
## + eFGD. 1 0.16099 7.6663 -468.07
## + Op.Ftper 1 0.14972 7.6775 -467.84
## + adj_o_rk 1 0.11253 7.7147 -467.08
## + twoPperD 1 0.10339 7.7239 -466.89
## <none> 7.8273 -466.79
## + Ftper 1 0.09738 7.7299 -466.77
## + adj_o 1 0.07660 7.7507 -466.34
## + PPPOff 1 0.06337 7.7639 -466.07
## + threePperD 1 0.06074 7.7665 -466.02
## + OpORebper 1 0.06008 7.7672 -466.00
## + OpAstper 1 0.04496 7.7823 -465.70
## + AvgHgt 1 0.04341 7.7838 -465.67
## + EliteSOS 1 0.04316 7.7841 -465.66
## + adj_d_rk 1 0.04055 7.7867 -465.61
## + EffHgt 1 0.03637 7.7909 -465.52
## + ov_elite_sos 1 0.03507 7.7922 -465.50
## + Astper 1 0.03498 7.7923 -465.50
## + Orebper 1 0.03405 7.7932 -465.48
## + RawT 1 0.02981 7.7974 -465.39
## + Adj.T 1 0.02448 7.8028 -465.28
## + FTRate 1 0.02017 7.8071 -465.19
## + nc_fut_sos 1 0.01926 7.8080 -465.18
## + nc_cur_sos 1 0.01926 7.8080 -465.18
## + adj_t 1 0.01311 7.8141 -465.05
## + barthag 1 0.01221 7.8150 -465.03
## + Blkper 1 0.00860 7.8186 -464.96
## + Talent 1 0.00836 7.8189 -464.96
## + FTRateD 1 0.00823 7.8190 -464.95
## + Blkedper 1 0.00676 7.8205 -464.92
## + threePRate 1 0.00650 7.8207 -464.92
## + adj_t_rk 1 0.00275 7.8245 -464.84
## + nc_elite_sos 1 0.00104 7.8262 -464.81
## + threePRateD 1 0.00098 7.8263 -464.81
## + twoPper 1 0.00092 7.8263 -464.81
## + Exp 1 0.00085 7.8264 -464.80
## + ov_fut_sos 1 0.00065 7.8266 -464.80
## + ov_cur_sos 1 0.00065 7.8266 -464.80
## + threePper 1 0.00011 7.8271 -464.79
##
## Step: AIC=-477.69
## conf_winner ~ wab + barthag_rk + eFG + adj_d
##
## Df Sum of Sq RSS AIC
## + adj_d_rk 1 0.40923 6.8043 -484.92
## + adj_o 1 0.25419 6.9594 -481.36
## + PPPOff 1 0.14104 7.0725 -478.81
## + EliteSOS 1 0.11669 7.0969 -478.26
## + EffHgt 1 0.10871 7.1049 -478.09
## + adj_o_rk 1 0.10701 7.1066 -478.05
## + Orebper 1 0.10573 7.1078 -478.02
## + ov_elite_sos 1 0.09919 7.1144 -477.88
## <none> 7.2136 -477.69
## + AvgHgt 1 0.08823 7.1253 -477.63
## + Op.Ftper 1 0.07564 7.1379 -477.35
## + TOVperD 1 0.06218 7.1514 -477.06
## + FTRate 1 0.05796 7.1556 -476.96
## + OpORebper 1 0.03321 7.1803 -476.42
## + OpAstper 1 0.02210 7.1915 -476.17
## + threePper 1 0.02115 7.1924 -476.15
## + Exp 1 0.02041 7.1932 -476.14
## + nc_fut_sos 1 0.01762 7.1959 -476.07
## + nc_cur_sos 1 0.01762 7.1959 -476.07
## + twoPper 1 0.01508 7.1985 -476.02
## + TOVper 1 0.01482 7.1987 -476.01
## + adj_t_rk 1 0.01212 7.2014 -475.95
## + Blkper 1 0.01167 7.2019 -475.94
## + PPPDef 1 0.01023 7.2033 -475.91
## + Astper 1 0.00699 7.2066 -475.84
## + FTRateD 1 0.00676 7.2068 -475.84
## + ov_fut_sos 1 0.00610 7.2075 -475.82
## + ov_cur_sos 1 0.00610 7.2075 -475.82
## + threePRate 1 0.00573 7.2078 -475.81
## + Ftper 1 0.00565 7.2079 -475.81
## + RawT 1 0.00402 7.2095 -475.78
## + threePperD 1 0.00374 7.2098 -475.77
## + eFGD. 1 0.00339 7.2102 -475.76
## + Adj.T 1 0.00217 7.2114 -475.74
## + Blkedper 1 0.00113 7.2124 -475.71
## + twoPperD 1 0.00093 7.2126 -475.71
## + barthag 1 0.00038 7.2132 -475.70
## + Talent 1 0.00024 7.2133 -475.69
## + adj_t 1 0.00003 7.2135 -475.69
## + nc_elite_sos 1 0.00001 7.2136 -475.69
## + threePRateD 1 0.00000 7.2136 -475.69
##
## Step: AIC=-484.92
## conf_winner ~ wab + barthag_rk + eFG + adj_d + adj_d_rk
##
## Df Sum of Sq RSS AIC
## + ov_elite_sos 1 0.093128 6.7112 -485.09
## <none> 6.8043 -484.92
## + EliteSOS 1 0.085084 6.7192 -484.90
## + EffHgt 1 0.083871 6.7205 -484.88
## + adj_o 1 0.076658 6.7277 -484.71
## + nc_fut_sos 1 0.062968 6.7414 -484.38
## + nc_cur_sos 1 0.062968 6.7414 -484.38
## + adj_o_rk 1 0.062188 6.7421 -484.37
## + FTRate 1 0.050692 6.7536 -484.10
## + threePRateD 1 0.049216 6.7551 -484.06
## + eFGD. 1 0.037300 6.7670 -483.78
## + Exp 1 0.035883 6.7684 -483.75
## + threePRate 1 0.034333 6.7700 -483.71
## + OpORebper 1 0.030125 6.7742 -483.62
## + PPPOff 1 0.027446 6.7769 -483.55
## + Blkper 1 0.026267 6.7781 -483.53
## + barthag 1 0.024093 6.7802 -483.48
## + twoPperD 1 0.023046 6.7813 -483.45
## + nc_elite_sos 1 0.021056 6.7833 -483.41
## + AvgHgt 1 0.017379 6.7870 -483.32
## + TOVperD 1 0.010461 6.7939 -483.16
## + threePperD 1 0.007764 6.7966 -483.10
## + Op.Ftper 1 0.005974 6.7984 -483.05
## + Blkedper 1 0.004858 6.7995 -483.03
## + FTRateD 1 0.004448 6.7999 -483.02
## + threePper 1 0.003403 6.8009 -482.99
## + OpAstper 1 0.001546 6.8028 -482.95
## + Ftper 1 0.001434 6.8029 -482.95
## + PPPDef 1 0.001131 6.8032 -482.94
## + twoPper 1 0.000952 6.8034 -482.94
## + Orebper 1 0.000617 6.8037 -482.93
## + adj_t_rk 1 0.000428 6.8039 -482.93
## + Astper 1 0.000409 6.8039 -482.93
## + adj_t 1 0.000274 6.8041 -482.92
## + Adj.T 1 0.000177 6.8042 -482.92
## + Talent 1 0.000093 6.8042 -482.92
## + RawT 1 0.000073 6.8043 -482.92
## + ov_fut_sos 1 0.000001 6.8043 -482.92
## + ov_cur_sos 1 0.000001 6.8043 -482.92
## + TOVper 1 0.000001 6.8043 -482.92
##
## Step: AIC=-485.09
## conf_winner ~ wab + barthag_rk + eFG + adj_d + adj_d_rk + ov_elite_sos
##
## Df Sum of Sq RSS AIC
## + adj_o 1 0.172659 6.5385 -487.21
## + nc_fut_sos 1 0.166077 6.5451 -487.05
## + nc_cur_sos 1 0.166077 6.5451 -487.05
## + nc_elite_sos 1 0.123767 6.5874 -486.03
## + EffHgt 1 0.093110 6.6181 -485.30
## + ov_fut_sos 1 0.087607 6.6236 -485.17
## + ov_cur_sos 1 0.087607 6.6236 -485.17
## + eFGD. 1 0.085855 6.6253 -485.13
## <none> 6.7112 -485.09
## + PPPDef 1 0.064375 6.6468 -484.62
## + adj_o_rk 1 0.050640 6.6606 -484.29
## + Blkper 1 0.050521 6.6607 -484.29
## + FTRate 1 0.050397 6.6608 -484.28
## + twoPperD 1 0.049773 6.6614 -484.27
## + threePRateD 1 0.048418 6.6628 -484.24
## + threePRate 1 0.047587 6.6636 -484.22
## + Exp 1 0.042564 6.6686 -484.10
## + PPPOff 1 0.027024 6.6842 -483.73
## + AvgHgt 1 0.021762 6.6894 -483.61
## + OpORebper 1 0.018740 6.6925 -483.53
## + threePperD 1 0.018421 6.6928 -483.53
## + barthag 1 0.009331 6.7019 -483.31
## + Op.Ftper 1 0.007039 6.7042 -483.26
## + TOVperD 1 0.005835 6.7054 -483.23
## + FTRateD 1 0.005640 6.7056 -483.23
## + OpAstper 1 0.005436 6.7058 -483.22
## + threePper 1 0.004101 6.7071 -483.19
## + Blkedper 1 0.003277 6.7079 -483.17
## + Ftper 1 0.001899 6.7093 -483.14
## + twoPper 1 0.001593 6.7096 -483.13
## + Orebper 1 0.001094 6.7101 -483.12
## + EliteSOS 1 0.000984 6.7102 -483.12
## + Astper 1 0.000702 6.7105 -483.11
## + adj_t 1 0.000517 6.7107 -483.11
## + Talent 1 0.000435 6.7108 -483.10
## + Adj.T 1 0.000233 6.7110 -483.10
## + TOVper 1 0.000184 6.7110 -483.10
## + RawT 1 0.000043 6.7112 -483.09
## + adj_t_rk 1 0.000018 6.7112 -483.09
##
## Step: AIC=-487.21
## conf_winner ~ wab + barthag_rk + eFG + adj_d + adj_d_rk + ov_elite_sos +
## adj_o
##
## Df Sum of Sq RSS AIC
## + nc_fut_sos 1 0.165778 6.3728 -489.27
## + nc_cur_sos 1 0.165778 6.3728 -489.27
## + nc_elite_sos 1 0.142386 6.3962 -488.69
## + adj_o_rk 1 0.104015 6.4345 -487.74
## + ov_fut_sos 1 0.091358 6.4472 -487.43
## + ov_cur_sos 1 0.091358 6.4472 -487.43
## <none> 6.5385 -487.21
## + PPPDef 1 0.079716 6.4588 -487.15
## + eFGD. 1 0.075418 6.4631 -487.04
## + EffHgt 1 0.074378 6.4642 -487.02
## + Blkper 1 0.070711 6.4678 -486.93
## + threePRateD 1 0.068084 6.4705 -486.86
## + threePRate 1 0.058661 6.4799 -486.63
## + PPPOff 1 0.051582 6.4870 -486.46
## + barthag 1 0.049929 6.4886 -486.42
## + twoPperD 1 0.040679 6.4979 -486.20
## + FTRate 1 0.026958 6.5116 -485.86
## + Exp 1 0.025907 6.5126 -485.84
## + AvgHgt 1 0.019368 6.5192 -485.68
## + Orebper 1 0.018851 6.5197 -485.67
## + threePperD 1 0.017495 6.5211 -485.63
## + OpORebper 1 0.015528 6.5230 -485.59
## + TOVper 1 0.008974 6.5296 -485.43
## + OpAstper 1 0.008934 6.5296 -485.43
## + EliteSOS 1 0.004974 6.5336 -485.33
## + Op.Ftper 1 0.004910 6.5336 -485.33
## + TOVperD 1 0.002853 6.5357 -485.28
## + Astper 1 0.001897 6.5366 -485.26
## + adj_t 1 0.001500 6.5370 -485.25
## + FTRateD 1 0.001172 6.5374 -485.24
## + RawT 1 0.000821 6.5377 -485.23
## + adj_t_rk 1 0.000589 6.5380 -485.23
## + Adj.T 1 0.000350 6.5382 -485.22
## + threePper 1 0.000237 6.5383 -485.22
## + twoPper 1 0.000119 6.5384 -485.21
## + Talent 1 0.000079 6.5385 -485.21
## + Blkedper 1 0.000010 6.5385 -485.21
## + Ftper 1 0.000000 6.5385 -485.21
##
## Step: AIC=-489.27
## conf_winner ~ wab + barthag_rk + eFG + adj_d + adj_d_rk + ov_elite_sos +
## adj_o + nc_fut_sos
##
## Df Sum of Sq RSS AIC
## + EffHgt 1 0.127213 6.2456 -490.45
## + adj_o_rk 1 0.114062 6.2587 -490.12
## <none> 6.3728 -489.27
## + AvgHgt 1 0.076281 6.2965 -489.17
## + eFGD. 1 0.071415 6.3014 -489.05
## + Blkper 1 0.071003 6.3018 -489.04
## + PPPDef 1 0.047364 6.3254 -488.45
## + threePRateD 1 0.047215 6.3256 -488.44
## + barthag 1 0.043706 6.3291 -488.36
## + twoPperD 1 0.036784 6.3360 -488.18
## + Exp 1 0.027565 6.3452 -487.95
## + threePRate 1 0.023262 6.3495 -487.85
## + FTRate 1 0.021163 6.3516 -487.79
## + threePperD 1 0.018984 6.3538 -487.74
## + PPPOff 1 0.017227 6.3555 -487.70
## + nc_elite_sos 1 0.014255 6.3585 -487.62
## + OpAstper 1 0.013796 6.3590 -487.61
## + TOVperD 1 0.011993 6.3608 -487.57
## + adj_t 1 0.009338 6.3634 -487.50
## + Op.Ftper 1 0.008720 6.3640 -487.49
## + Orebper 1 0.007734 6.3650 -487.46
## + threePper 1 0.007612 6.3652 -487.46
## + RawT 1 0.005766 6.3670 -487.41
## + OpORebper 1 0.005423 6.3673 -487.40
## + EliteSOS 1 0.005084 6.3677 -487.39
## + Talent 1 0.004966 6.3678 -487.39
## + adj_t_rk 1 0.004570 6.3682 -487.38
## + Adj.T 1 0.003643 6.3691 -487.36
## + TOVper 1 0.003236 6.3695 -487.35
## + Ftper 1 0.003116 6.3697 -487.35
## + twoPper 1 0.002418 6.3703 -487.33
## + FTRateD 1 0.001539 6.3712 -487.31
## + ov_fut_sos 1 0.000743 6.3720 -487.29
## + ov_cur_sos 1 0.000743 6.3720 -487.29
## + Blkedper 1 0.000233 6.3725 -487.27
## + Astper 1 0.000219 6.3725 -487.27
##
## Step: AIC=-490.45
## conf_winner ~ wab + barthag_rk + eFG + adj_d + adj_d_rk + ov_elite_sos +
## adj_o + nc_fut_sos + EffHgt
##
## Df Sum of Sq RSS AIC
## <none> 6.2456 -490.45
## + adj_o_rk 1 0.071320 6.1742 -490.27
## + FTRate 1 0.041500 6.2041 -489.51
## + PPPDef 1 0.039845 6.2057 -489.47
## + barthag 1 0.039236 6.2063 -489.45
## + eFGD. 1 0.035418 6.2101 -489.35
## + threePperD 1 0.034960 6.2106 -489.34
## + threePRateD 1 0.034038 6.2115 -489.32
## + Exp 1 0.028259 6.2173 -489.17
## + TOVper 1 0.020657 6.2249 -488.98
## + Blkper 1 0.019017 6.2265 -488.94
## + adj_t 1 0.017479 6.2281 -488.90
## + PPPOff 1 0.016641 6.2289 -488.88
## + nc_elite_sos 1 0.016228 6.2293 -488.87
## + RawT 1 0.013995 6.2316 -488.81
## + adj_t_rk 1 0.013831 6.2317 -488.80
## + OpORebper 1 0.012102 6.2335 -488.76
## + Adj.T 1 0.011498 6.2341 -488.75
## + EliteSOS 1 0.011432 6.2341 -488.74
## + threePRate 1 0.009056 6.2365 -488.68
## + twoPperD 1 0.005621 6.2399 -488.60
## + Blkedper 1 0.004510 6.2410 -488.57
## + threePper 1 0.003719 6.2418 -488.55
## + OpAstper 1 0.003409 6.2421 -488.54
## + Op.Ftper 1 0.002381 6.2432 -488.51
## + Ftper 1 0.001694 6.2439 -488.50
## + AvgHgt 1 0.001179 6.2444 -488.48
## + Orebper 1 0.000906 6.2446 -488.48
## + ov_fut_sos 1 0.000590 6.2450 -488.47
## + ov_cur_sos 1 0.000590 6.2450 -488.47
## + twoPper 1 0.000334 6.2452 -488.46
## + Astper 1 0.000271 6.2453 -488.46
## + FTRateD 1 0.000180 6.2454 -488.46
## + TOVperD 1 0.000081 6.2455 -488.46
## + Talent 1 0.000007 6.2455 -488.45#accuracy
BE.lm.forward.pred <- predict(BE.lm.forward, BE_valid.df, na.action = na.pass)
accuracy(BE.lm.forward.pred, BE_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set 0.07770275 0.3136808 0.1871447 NaN InfStepwise Selection
BE.lm.stepwise <- step(BE.lm, direction = 'both')## Start: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - ov_fut_sos 1 0.0000000058057 84
## - FTRate 1 0.0000000058120 84
## - Blkedper 1 0.0000000058140 84
## - Astper 1 0.0000000058223 84
## - threePRate 1 0.0000000058294 84
## - Adj.T 1 0.0000000058417 84
## - adj_t 1 0.0000000058423 84
## - adj_o_rk 1 0.0000000058471 84
## - eFGD. 1 0.0000000058508 84
## - Blkper 1 0.0000000058588 84
## - nc_elite_sos 1 0.0000000058763 84
## - nc_fut_sos 1 0.0000000058951 84
## - AvgHgt 1 0.0000000059029 84
## - adj_o 1 0.0000000059058 84
## - PPPOff 1 0.0000000059237 84
## - threePperD 1 0.0000000059333 84
## - twoPperD 1 0.0000000059368 84
## - RawT 1 0.0000000059398 84
## - threePRateD 1 0.0000000059436 84
## - Orebper 1 0.0000000059852 84
## - EffHgt 1 0.0000000060437 84
## - Exp 1 0.0000000060645 84
## - Talent 1 0.0000000060648 84
## - OpORebper 1 0.0000000060835 84
## - adj_t_rk 1 0.0000000060991 84
## - Ftper 1 0.0000000061401 84
## - TOVperD 1 0.0000000061517 84
## - TOVper 1 0.0000000061613 84
## - Op.Ftper 1 0.0000000061845 84
## - EliteSOS 1 0.0000000062007 84
## - PPPDef 1 0.0000000062096 84
## - twoPper 1 0.0000000062098 84
## - threePper 1 0.0000000062166 84
## - adj_d_rk 1 0.0000000062242 84
## - barthag_rk 1 0.0000000063009 84
## - OpAstper 1 0.0000000063314 84
## - ov_elite_sos 1 0.0000000063719 84
## - FTRateD 1 0.0000000064751 84
## - adj_d 1 0.0000000066029 84
## - wab 1 0.0000000066083 84
## - barthag 1 0.0000000066197 84
## - eFG 1 0.0000000068151 84
## <none> 0.0000000058091 86## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + eFG + eFGD. + FTRate + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD +
## threePper + threePperD + Blkper + Blkedper + Astper + OpAstper +
## threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRate 1 0.0000000058111 82
## - Astper 1 0.0000000058132 82
## - Blkedper 1 0.0000000058182 82
## - threePRate 1 0.0000000058273 82
## - adj_t 1 0.0000000058311 82
## - Adj.T 1 0.0000000058340 82
## - adj_o_rk 1 0.0000000058380 82
## - eFGD. 1 0.0000000058531 82
## - Blkper 1 0.0000000058559 82
## - nc_elite_sos 1 0.0000000058961 82
## - adj_o 1 0.0000000059141 82
## - AvgHgt 1 0.0000000059212 82
## - threePperD 1 0.0000000059371 82
## - RawT 1 0.0000000059374 82
## - PPPOff 1 0.0000000059376 82
## - threePRateD 1 0.0000000059395 82
## - twoPperD 1 0.0000000059432 82
## - Orebper 1 0.0000000059973 82
## - Talent 1 0.0000000060613 82
## - Exp 1 0.0000000061172 82
## - adj_t_rk 1 0.0000000061254 82
## - OpORebper 1 0.0000000061652 82
## - Op.Ftper 1 0.0000000061685 82
## - EffHgt 1 0.0000000061748 82
## - PPPDef 1 0.0000000062004 82
## - nc_fut_sos 1 0.0000000062177 82
## - adj_d_rk 1 0.0000000062268 82
## - EliteSOS 1 0.0000000062310 82
## - TOVper 1 0.0000000062373 82
## - TOVperD 1 0.0000000062389 82
## - twoPper 1 0.0000000062434 82
## - threePper 1 0.0000000062533 82
## - Ftper 1 0.0000000063137 82
## - OpAstper 1 0.0000000063317 82
## - barthag_rk 1 0.0000000063886 82
## - ov_elite_sos 1 0.0000000064557 82
## - adj_d 1 0.0000000066166 82
## - wab 1 0.0000000066281 82
## - FTRateD 1 0.0000000066500 82
## - barthag 1 0.0000000067405 82
## - eFG 1 0.0000000067934 82
## <none> 0.0000000058057 84
## + ov_fut_sos 1 0.0000000058091 86
## + ov_cur_sos 1 0.0000000058091 86## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + eFG + eFGD. + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Astper 1 0.0000000058112 80
## - Blkedper 1 0.0000000058248 80
## - adj_t 1 0.0000000058267 80
## - Adj.T 1 0.0000000058442 80
## - eFGD. 1 0.0000000058480 80
## - adj_o_rk 1 0.0000000058649 80
## - threePRate 1 0.0000000058748 80
## - nc_elite_sos 1 0.0000000059018 80
## - adj_o 1 0.0000000059073 80
## - threePperD 1 0.0000000059377 80
## - threePRateD 1 0.0000000059403 80
## - Blkper 1 0.0000000059416 80
## - twoPperD 1 0.0000000059430 80
## - AvgHgt 1 0.0000000059504 80
## - RawT 1 0.0000000059655 80
## - Talent 1 0.0000000060704 80
## - adj_t_rk 1 0.0000000061515 80
## - EffHgt 1 0.0000000061951 80
## - adj_d_rk 1 0.0000000062323 80
## - PPPOff 1 0.0000000062366 80
## - Exp 1 0.0000000062391 80
## - twoPper 1 0.0000000062450 80
## - nc_fut_sos 1 0.0000000062544 80
## - threePper 1 0.0000000062886 80
## - TOVperD 1 0.0000000062973 80
## - EliteSOS 1 0.0000000062976 80
## - OpAstper 1 0.0000000063658 80
## - Op.Ftper 1 0.0000000064131 80
## - barthag_rk 1 0.0000000064152 80
## - OpORebper 1 0.0000000064266 80
## - PPPDef 1 0.0000000064509 80
## - ov_elite_sos 1 0.0000000064791 80
## - FTRateD 1 0.0000000066918 80
## - Ftper 1 0.0000000067135 80
## - barthag 1 0.0000000068100 80
## - adj_d 1 0.0000000069072 80
## - Orebper 1 0.0000000069152 80
## - wab 1 0.0000000069992 80
## - eFG 1 0.0000000072057 80
## - TOVper 1 0.0000000080727 80
## <none> 0.0000000058111 82
## + FTRate 1 0.0000000058057 84
## + ov_fut_sos 1 0.0000000058120 84
## + ov_cur_sos 1 0.0000000058120 84## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + eFG + eFGD. + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t 1 0.0000000058230 78
## - Blkedper 1 0.0000000058394 78
## - Adj.T 1 0.0000000058672 78
## - adj_o_rk 1 0.0000000058696 78
## - eFGD. 1 0.0000000058755 78
## - threePRate 1 0.0000000058893 78
## - nc_elite_sos 1 0.0000000059155 78
## - adj_o 1 0.0000000059415 78
## - threePRateD 1 0.0000000059565 78
## - RawT 1 0.0000000059641 78
## - Blkper 1 0.0000000059695 78
## - threePperD 1 0.0000000059818 78
## - twoPperD 1 0.0000000059858 78
## - AvgHgt 1 0.0000000060194 78
## - Talent 1 0.0000000061146 78
## - EffHgt 1 0.0000000061979 78
## - adj_t_rk 1 0.0000000062123 78
## - Exp 1 0.0000000062437 78
## - PPPOff 1 0.0000000062460 78
## - adj_d_rk 1 0.0000000062770 78
## - twoPper 1 0.0000000062772 78
## - EliteSOS 1 0.0000000062978 78
## - threePper 1 0.0000000063044 78
## - TOVperD 1 0.0000000063294 78
## - nc_fut_sos 1 0.0000000063538 78
## - OpORebper 1 0.0000000064294 78
## - Op.Ftper 1 0.0000000064303 78
## - barthag_rk 1 0.0000000064474 78
## - PPPDef 1 0.0000000064603 78
## - OpAstper 1 0.0000000064731 78
## - ov_elite_sos 1 0.0000000065203 78
## - FTRateD 1 0.0000000067005 78
## - Ftper 1 0.0000000068753 78
## - barthag 1 0.0000000068833 78
## - adj_d 1 0.0000000069223 78
## - Orebper 1 0.0000000069539 78
## - wab 1 0.0000000070253 78
## - eFG 1 0.0000000072407 78
## - TOVper 1 0.0000000080796 78
## <none> 0.0000000058112 80
## + Astper 1 0.0000000058111 82
## + ov_fut_sos 1 0.0000000058130 82
## + ov_cur_sos 1 0.0000000058130 82
## + FTRate 1 0.0000000058132 82## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + OpAstper + threePRate + threePRateD + Adj.T +
## AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkedper 1 0.0000000058545 76
## - Adj.T 1 0.0000000058722 76
## - adj_o_rk 1 0.0000000059039 76
## - threePRate 1 0.0000000059051 76
## - eFGD. 1 0.0000000059129 76
## - adj_o 1 0.0000000059658 76
## - nc_elite_sos 1 0.0000000060042 76
## - threePRateD 1 0.0000000060174 76
## - Blkper 1 0.0000000061378 76
## - Talent 1 0.0000000061488 76
## - AvgHgt 1 0.0000000061795 76
## - EffHgt 1 0.0000000062210 76
## - threePperD 1 0.0000000062598 76
## - adj_t_rk 1 0.0000000062623 76
## - twoPperD 1 0.0000000062639 76
## - RawT 1 0.0000000062816 76
## - twoPper 1 0.0000000063170 76
## - TOVperD 1 0.0000000063390 76
## - nc_fut_sos 1 0.0000000063727 76
## - threePper 1 0.0000000064229 76
## - PPPDef 1 0.0000000064533 76
## - OpORebper 1 0.0000000064548 76
## - adj_d_rk 1 0.0000000064674 76
## - EliteSOS 1 0.0000000065140 76
## - barthag_rk 1 0.0000000065573 76
## - OpAstper 1 0.0000000065643 76
## - Op.Ftper 1 0.0000000065771 76
## - Exp 1 0.0000000067148 76
## - FTRateD 1 0.0000000067585 76
## - barthag 1 0.0000000069264 76
## - adj_d 1 0.0000000069310 76
## - ov_elite_sos 1 0.0000000069400 76
## - wab 1 0.0000000070664 76
## - PPPOff 1 0.0000000071949 76
## - Ftper 1 0.0000000073046 76
## - eFG 1 0.0000000074580 76
## - Orebper 1 0.0000000081374 76
## - TOVper 1 0.0000000093278 76
## <none> 0.0000000058230 78
## + adj_t 1 0.0000000058112 80
## + FTRate 1 0.0000000058252 80
## + Astper 1 0.0000000058267 80
## + ov_fut_sos 1 0.0000000058279 80
## + ov_cur_sos 1 0.0000000058279 80## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Adj.T 1 0.0000000059050 74
## - adj_o_rk 1 0.0000000059403 74
## - eFGD. 1 0.0000000059791 74
## - threePRate 1 0.0000000059831 74
## - adj_o 1 0.0000000060464 74
## - threePRateD 1 0.0000000060867 74
## - nc_elite_sos 1 0.0000000060875 74
## - Blkper 1 0.0000000061598 74
## - AvgHgt 1 0.0000000061883 74
## - Talent 1 0.0000000062165 74
## - EffHgt 1 0.0000000062262 74
## - threePperD 1 0.0000000062711 74
## - twoPperD 1 0.0000000062768 74
## - adj_t_rk 1 0.0000000062969 74
## - TOVperD 1 0.0000000063350 74
## - RawT 1 0.0000000063548 74
## - nc_fut_sos 1 0.0000000063776 74
## - OpORebper 1 0.0000000064526 74
## - PPPDef 1 0.0000000064562 74
## - twoPper 1 0.0000000064666 74
## - adj_d_rk 1 0.0000000064894 74
## - EliteSOS 1 0.0000000065723 74
## - Op.Ftper 1 0.0000000065749 74
## - barthag_rk 1 0.0000000065928 74
## - threePper 1 0.0000000065941 74
## - OpAstper 1 0.0000000066359 74
## - Exp 1 0.0000000067435 74
## - FTRateD 1 0.0000000068184 74
## - adj_d 1 0.0000000069403 74
## - barthag 1 0.0000000069866 74
## - ov_elite_sos 1 0.0000000070756 74
## - wab 1 0.0000000071613 74
## - PPPOff 1 0.0000000072143 74
## - Ftper 1 0.0000000073864 74
## - eFG 1 0.0000000075037 74
## - Orebper 1 0.0000000081560 74
## - TOVper 1 0.0000000094529 74
## <none> 0.0000000058545 76
## + Blkedper 1 0.0000000058230 78
## + adj_t 1 0.0000000058394 78
## + FTRate 1 0.0000000058408 78
## + ov_fut_sos 1 0.0000000058470 78
## + ov_cur_sos 1 0.0000000058470 78
## + Astper 1 0.0000000058509 78## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## OpAstper + threePRate + threePRateD + AvgHgt + EffHgt + Exp +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o_rk 1 0.0000000059690 72
## - eFGD. 1 0.0000000060252 72
## - adj_o 1 0.0000000060813 72
## - nc_elite_sos 1 0.0000000060903 72
## - threePRate 1 0.0000000061185 72
## - threePRateD 1 0.0000000061454 72
## - Blkper 1 0.0000000061868 72
## - AvgHgt 1 0.0000000063032 72
## - Talent 1 0.0000000063245 72
## - EffHgt 1 0.0000000063310 72
## - nc_fut_sos 1 0.0000000063766 72
## - twoPperD 1 0.0000000063838 72
## - threePperD 1 0.0000000063933 72
## - adj_t_rk 1 0.0000000064898 72
## - OpORebper 1 0.0000000064972 72
## - RawT 1 0.0000000065108 72
## - adj_d_rk 1 0.0000000065123 72
## - PPPDef 1 0.0000000065182 72
## - TOVperD 1 0.0000000065251 72
## - twoPper 1 0.0000000065865 72
## - Op.Ftper 1 0.0000000065997 72
## - EliteSOS 1 0.0000000066255 72
## - OpAstper 1 0.0000000066316 72
## - threePper 1 0.0000000066774 72
## - Exp 1 0.0000000067469 72
## - barthag_rk 1 0.0000000068788 72
## - adj_d 1 0.0000000069922 72
## - FTRateD 1 0.0000000069987 72
## - ov_elite_sos 1 0.0000000071068 72
## - wab 1 0.0000000071680 72
## - PPPOff 1 0.0000000072561 72
## - Ftper 1 0.0000000074020 72
## - barthag 1 0.0000000075195 72
## - eFG 1 0.0000000079118 72
## - Orebper 1 0.0000000081688 72
## - TOVper 1 0.0000000095674 72
## <none> 0.0000000059050 74
## + Adj.T 1 0.0000000058545 76
## + Blkedper 1 0.0000000058722 76
## + FTRate 1 0.0000000058969 76
## + Astper 1 0.0000000059003 76
## + adj_t 1 0.0000000059013 76
## + ov_fut_sos 1 0.0000000059062 76
## + ov_cur_sos 1 0.0000000059062 76## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o + adj_d + adj_d_rk +
## adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## OpAstper + threePRate + threePRateD + AvgHgt + EffHgt + Exp +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o 1 0.0000000061497 70
## - eFGD. 1 0.0000000061634 70
## - nc_elite_sos 1 0.0000000061863 70
## - Blkper 1 0.0000000061979 70
## - threePRate 1 0.0000000062058 70
## - threePRateD 1 0.0000000062595 70
## - Talent 1 0.0000000063416 70
## - nc_fut_sos 1 0.0000000064007 70
## - AvgHgt 1 0.0000000064010 70
## - threePperD 1 0.0000000064291 70
## - EffHgt 1 0.0000000064410 70
## - twoPperD 1 0.0000000064446 70
## - OpORebper 1 0.0000000065072 70
## - TOVperD 1 0.0000000065308 70
## - PPPDef 1 0.0000000065630 70
## - adj_t_rk 1 0.0000000065710 70
## - RawT 1 0.0000000065822 70
## - adj_d_rk 1 0.0000000065864 70
## - Op.Ftper 1 0.0000000066576 70
## - twoPper 1 0.0000000066698 70
## - threePper 1 0.0000000067422 70
## - OpAstper 1 0.0000000067992 70
## - EliteSOS 1 0.0000000068231 70
## - Exp 1 0.0000000068981 70
## - barthag_rk 1 0.0000000069150 70
## - FTRateD 1 0.0000000070231 70
## - wab 1 0.0000000071914 70
## - PPPOff 1 0.0000000073078 70
## - Ftper 1 0.0000000074261 70
## - ov_elite_sos 1 0.0000000074653 70
## - adj_d 1 0.0000000074841 70
## - barthag 1 0.0000000075745 70
## - eFG 1 0.0000000079289 70
## - Orebper 1 0.0000000084769 70
## - TOVper 1 0.0000000100490 70
## <none> 0.0000000059690 72
## + adj_o_rk 1 0.0000000059050 74
## + Blkedper 1 0.0000000059104 74
## + FTRate 1 0.0000000059349 74
## + Adj.T 1 0.0000000059403 74
## + Astper 1 0.0000000059535 74
## + adj_t 1 0.0000000059582 74
## + ov_fut_sos 1 0.0000000059739 74
## + ov_cur_sos 1 0.0000000059739 74## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=70
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk +
## wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + eFG + eFGD. +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + OpAstper +
## threePRate + threePRateD + AvgHgt + EffHgt + Exp + Talent +
## Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFGD. 1 0.0000000061861 68
## - threePRate 1 0.0000000062281 68
## - Talent 1 0.0000000063754 68
## - threePperD 1 0.0000000064437 68
## - threePRateD 1 0.0000000064541 68
## - Blkper 1 0.0000000064548 68
## - twoPperD 1 0.0000000064559 68
## - AvgHgt 1 0.0000000064597 68
## - nc_elite_sos 1 0.0000000064877 68
## - PPPDef 1 0.0000000065845 68
## - TOVperD 1 0.0000000065919 68
## - twoPper 1 0.0000000066801 68
## - OpORebper 1 0.0000000066861 68
## - adj_t_rk 1 0.0000000066944 68
## - EffHgt 1 0.0000000067158 68
## - threePper 1 0.0000000067556 68
## - RawT 1 0.0000000068157 68
## - OpAstper 1 0.0000000068456 68
## - Op.Ftper 1 0.0000000068700 68
## - Exp 1 0.0000000069132 68
## - nc_fut_sos 1 0.0000000069639 68
## - barthag_rk 1 0.0000000070651 68
## - FTRateD 1 0.0000000071680 68
## - EliteSOS 1 0.0000000072638 68
## - adj_d_rk 1 0.0000000072735 68
## - wab 1 0.0000000072917 68
## - adj_d 1 0.0000000075244 68
## - barthag 1 0.0000000076041 68
## - ov_elite_sos 1 0.0000000076248 68
## - Ftper 1 0.0000000079113 68
## - eFG 1 0.0000000080140 68
## - PPPOff 1 0.0000000087912 68
## - Orebper 1 0.0000000090832 68
## - TOVper 1 0.0000000101694 68
## <none> 0.0000000061497 70
## + adj_o 1 0.0000000059690 72
## + FTRate 1 0.0000000060467 72
## + adj_t 1 0.0000000060553 72
## + adj_o_rk 1 0.0000000060813 72
## + Blkedper 1 0.0000000060851 72
## + ov_fut_sos 1 0.0000000061130 72
## + ov_cur_sos 1 0.0000000061130 72
## + Adj.T 1 0.0000000061458 72
## + Astper 1 0.0000000061494 72## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=68
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk +
## wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + eFG + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + OpAstper + threePRate +
## threePRateD + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRate 1 0.0000000062375 66
## - Talent 1 0.0000000064730 66
## - Blkper 1 0.0000000065002 66
## - nc_elite_sos 1 0.0000000065193 66
## - AvgHgt 1 0.0000000065317 66
## - threePRateD 1 0.0000000065382 66
## - threePperD 1 0.0000000066864 66
## - adj_t_rk 1 0.0000000067190 66
## - twoPper 1 0.0000000067576 66
## - RawT 1 0.0000000068314 66
## - twoPperD 1 0.0000000068314 66
## - EffHgt 1 0.0000000068525 66
## - threePper 1 0.0000000068602 66
## - OpAstper 1 0.0000000068686 66
## - OpORebper 1 0.0000000069228 66
## - Op.Ftper 1 0.0000000069291 66
## - nc_fut_sos 1 0.0000000069714 66
## - PPPDef 1 0.0000000069757 66
## - Exp 1 0.0000000069934 66
## - TOVperD 1 0.0000000070455 66
## - barthag_rk 1 0.0000000071221 66
## - EliteSOS 1 0.0000000072738 66
## - adj_d_rk 1 0.0000000072844 66
## - adj_d 1 0.0000000075741 66
## - wab 1 0.0000000076313 66
## - ov_elite_sos 1 0.0000000076315 66
## - barthag 1 0.0000000076470 66
## - FTRateD 1 0.0000000077612 66
## - Ftper 1 0.0000000079213 66
## - eFG 1 0.0000000082602 66
## - PPPOff 1 0.0000000091466 66
## - Orebper 1 0.0000000094189 66
## - TOVper 1 0.0000000109431 66
## <none> 0.0000000061861 68
## + adj_t 1 0.0000000060635 70
## + FTRate 1 0.0000000060828 70
## + adj_o_rk 1 0.0000000061001 70
## + Blkedper 1 0.0000000061122 70
## + eFGD. 1 0.0000000061497 70
## + adj_o 1 0.0000000061634 70
## + ov_fut_sos 1 0.0000000061664 70
## + ov_cur_sos 1 0.0000000061664 70
## + Adj.T 1 0.0000000061778 70
## + Astper 1 0.0000000061821 70## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=66
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk +
## wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + eFG + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + OpAstper + threePRateD +
## AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRateD 1 0.0000000065421 64
## - nc_elite_sos 1 0.0000000065555 64
## - Blkper 1 0.0000000065912 64
## - Talent 1 0.0000000066099 64
## - AvgHgt 1 0.0000000067272 64
## - threePperD 1 0.0000000067339 64
## - twoPper 1 0.0000000067407 64
## - adj_t_rk 1 0.0000000067696 64
## - RawT 1 0.0000000068233 64
## - threePper 1 0.0000000068468 64
## - OpAstper 1 0.0000000068576 64
## - EffHgt 1 0.0000000068635 64
## - twoPperD 1 0.0000000068963 64
## - OpORebper 1 0.0000000069380 64
## - nc_fut_sos 1 0.0000000069592 64
## - Op.Ftper 1 0.0000000069599 64
## - Exp 1 0.0000000069993 64
## - PPPDef 1 0.0000000070109 64
## - TOVperD 1 0.0000000070436 64
## - barthag_rk 1 0.0000000071080 64
## - adj_d_rk 1 0.0000000072503 64
## - EliteSOS 1 0.0000000073310 64
## - barthag 1 0.0000000076296 64
## - ov_elite_sos 1 0.0000000076838 64
## - adj_d 1 0.0000000077979 64
## - wab 1 0.0000000078504 64
## - FTRateD 1 0.0000000079208 64
## - Ftper 1 0.0000000081229 64
## - eFG 1 0.0000000085263 64
## - PPPOff 1 0.0000000092488 64
## - Orebper 1 0.0000000094403 64
## - TOVper 1 0.0000000114074 64
## <none> 0.0000000062375 66
## + Blkedper 1 0.0000000061324 68
## + threePRate 1 0.0000000061861 68
## + Adj.T 1 0.0000000061988 68
## + adj_o_rk 1 0.0000000062038 68
## + adj_o 1 0.0000000062218 68
## + Astper 1 0.0000000062234 68
## + ov_fut_sos 1 0.0000000062241 68
## + ov_cur_sos 1 0.0000000062241 68
## + eFGD. 1 0.0000000062281 68
## + adj_t 1 0.0000000062290 68
## + FTRate 1 0.0000000062441 68## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=64
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk +
## wab + nc_elite_sos + nc_fut_sos + ov_elite_sos + eFG + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + OpAstper + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_elite_sos 1 0.0000000066450 62
## - Talent 1 0.0000000067876 62
## - EffHgt 1 0.0000000068706 62
## - adj_t_rk 1 0.0000000068744 62
## - OpAstper 1 0.0000000068811 62
## - RawT 1 0.0000000069315 62
## - nc_fut_sos 1 0.0000000069632 62
## - twoPper 1 0.0000000069816 62
## - AvgHgt 1 0.0000000070065 62
## - Blkper 1 0.0000000070116 62
## - threePper 1 0.0000000072404 62
## - threePperD 1 0.0000000074120 62
## - twoPperD 1 0.0000000075461 62
## - barthag_rk 1 0.0000000076272 62
## - Op.Ftper 1 0.0000000076632 62
## - adj_d_rk 1 0.0000000077606 62
## - OpORebper 1 0.0000000077944 62
## - EliteSOS 1 0.0000000078041 62
## - Exp 1 0.0000000078358 62
## - adj_d 1 0.0000000079984 62
## - PPPDef 1 0.0000000080964 62
## - TOVperD 1 0.0000000081394 62
## - barthag 1 0.0000000081488 62
## - Ftper 1 0.0000000081605 62
## - ov_elite_sos 1 0.0000000083501 62
## - FTRateD 1 0.0000000083946 62
## - eFG 1 0.0000000085365 62
## - wab 1 0.0000000086871 62
## - PPPOff 1 0.0000000093075 62
## - Orebper 1 0.0000000094375 62
## - TOVper 1 0.0000000115059 62
## <none> 0.0000000065421 64
## + threePRateD 1 0.0000000062375 66
## + adj_o_rk 1 0.0000000062506 66
## + Blkedper 1 0.0000000063693 66
## + adj_t 1 0.0000000064048 66
## + FTRate 1 0.0000000064324 66
## + adj_o 1 0.0000000064361 66
## + Astper 1 0.0000000064381 66
## + eFGD. 1 0.0000000064519 66
## + Adj.T 1 0.0000000064702 66
## + ov_fut_sos 1 0.0000000064800 66
## + ov_cur_sos 1 0.0000000064800 66
## + threePRate 1 0.0000000065382 66## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=62
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk +
## wab + nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD +
## threePper + threePperD + Blkper + OpAstper + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EffHgt 1 0.0000000069500 60
## - RawT 1 0.0000000069897 60
## - Talent 1 0.0000000069926 60
## - adj_t_rk 1 0.0000000069931 60
## - nc_fut_sos 1 0.0000000070523 60
## - OpAstper 1 0.0000000070725 60
## - twoPper 1 0.0000000072217 60
## - AvgHgt 1 0.0000000072223 60
## - Blkper 1 0.0000000074134 60
## - barthag_rk 1 0.0000000076326 60
## - threePper 1 0.0000000076327 60
## - twoPperD 1 0.0000000076625 60
## - Op.Ftper 1 0.0000000077331 60
## - threePperD 1 0.0000000078682 60
## - EliteSOS 1 0.0000000078723 60
## - Exp 1 0.0000000080520 60
## - OpORebper 1 0.0000000080884 60
## - PPPDef 1 0.0000000081161 60
## - barthag 1 0.0000000081618 60
## - adj_d_rk 1 0.0000000082969 60
## - TOVperD 1 0.0000000083213 60
## - FTRateD 1 0.0000000084745 60
## - ov_elite_sos 1 0.0000000085176 60
## - adj_d 1 0.0000000086988 60
## - wab 1 0.0000000088857 60
## - eFG 1 0.0000000089099 60
## - Ftper 1 0.0000000089992 60
## - PPPOff 1 0.0000000093243 60
## - Orebper 1 0.0000000094417 60
## - TOVper 1 0.0000000114412 60
## <none> 0.0000000066450 62
## + adj_o_rk 1 0.0000000063040 64
## + Adj.T 1 0.0000000064610 64
## + adj_o 1 0.0000000064762 64
## + adj_t 1 0.0000000065258 64
## + nc_elite_sos 1 0.0000000065421 64
## + Astper 1 0.0000000065469 64
## + threePRateD 1 0.0000000065555 64
## + ov_fut_sos 1 0.0000000065718 64
## + ov_cur_sos 1 0.0000000065718 64
## + threePRate 1 0.0000000065839 64
## + Blkedper 1 0.0000000065847 64
## + FTRate 1 0.0000000066323 64
## + eFGD. 1 0.0000000066374 64## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=60
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk +
## wab + nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD +
## threePper + threePperD + Blkper + OpAstper + AvgHgt + Exp +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpAstper 1 0.0000000070678 58
## - adj_t_rk 1 0.0000000072106 58
## - RawT 1 0.0000000073044 58
## - nc_fut_sos 1 0.0000000075895 58
## - Talent 1 0.0000000077181 58
## - twoPper 1 0.0000000078009 58
## - twoPperD 1 0.0000000078704 58
## - Blkper 1 0.0000000081089 58
## - Op.Ftper 1 0.0000000081336 58
## - Exp 1 0.0000000081995 58
## - threePper 1 0.0000000082026 58
## - threePperD 1 0.0000000083256 58
## - PPPDef 1 0.0000000083621 58
## - TOVperD 1 0.0000000086190 58
## - barthag_rk 1 0.0000000086211 58
## - OpORebper 1 0.0000000086597 58
## - EliteSOS 1 0.0000000087066 58
## - FTRateD 1 0.0000000087689 58
## - adj_d 1 0.0000000091281 58
## - barthag 1 0.0000000091589 58
## - ov_elite_sos 1 0.0000000093775 58
## - adj_d_rk 1 0.0000000094671 58
## - Ftper 1 0.0000000098418 58
## - eFG 1 0.0000000105257 58
## - PPPOff 1 0.0000000107582 58
## - AvgHgt 1 0.0000000109336 58
## - Orebper 1 0.0000000113580 58
## - wab 1 0.0000000115180 58
## - TOVper 1 0.0000000125991 58
## <none> 0.0000000069500 60
## + adj_t 1 0.0000000066418 62
## + EffHgt 1 0.0000000066450 62
## + adj_o 1 0.0000000067509 62
## + adj_o_rk 1 0.0000000067883 62
## + eFGD. 1 0.0000000067933 62
## + ov_fut_sos 1 0.0000000068607 62
## + ov_cur_sos 1 0.0000000068607 62
## + nc_elite_sos 1 0.0000000068706 62
## + Adj.T 1 0.0000000068887 62
## + threePRate 1 0.0000000069201 62
## + Blkedper 1 0.0000000069213 62
## + Astper 1 0.0000000069242 62
## + threePRateD 1 0.0000000069352 62
## + FTRate 1 0.0000000069500 62## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=58
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + adj_t_rk +
## wab + nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD +
## threePper + threePperD + Blkper + AvgHgt + Exp + Talent +
## Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t_rk 1 0.0000000074199 56
## - RawT 1 0.0000000075393 56
## - Talent 1 0.0000000078038 56
## - twoPper 1 0.0000000078681 56
## - twoPperD 1 0.0000000080287 56
## - nc_fut_sos 1 0.0000000081163 56
## - Op.Ftper 1 0.0000000082050 56
## - Blkper 1 0.0000000082051 56
## - threePper 1 0.0000000082192 56
## - threePperD 1 0.0000000084192 56
## - PPPDef 1 0.0000000085048 56
## - Exp 1 0.0000000085911 56
## - barthag_rk 1 0.0000000086591 56
## - TOVperD 1 0.0000000089178 56
## - OpORebper 1 0.0000000090263 56
## - FTRateD 1 0.0000000090509 56
## - barthag 1 0.0000000091611 56
## - adj_d 1 0.0000000095284 56
## - adj_d_rk 1 0.0000000096565 56
## - EliteSOS 1 0.0000000100023 56
## - eFG 1 0.0000000105486 56
## - Ftper 1 0.0000000107058 56
## - ov_elite_sos 1 0.0000000108055 56
## - AvgHgt 1 0.0000000111775 56
## - wab 1 0.0000000119432 56
## - PPPOff 1 0.0000000142167 56
## - TOVper 1 0.0000000147988 56
## - Orebper 1 0.0000000156068 56
## <none> 0.0000000070678 58
## + adj_t 1 0.0000000067805 60
## + adj_o 1 0.0000000068946 60
## + adj_o_rk 1 0.0000000069157 60
## + nc_elite_sos 1 0.0000000069243 60
## + OpAstper 1 0.0000000069500 60
## + ov_fut_sos 1 0.0000000069722 60
## + ov_cur_sos 1 0.0000000069722 60
## + threePRateD 1 0.0000000070196 60
## + eFGD. 1 0.0000000070231 60
## + Adj.T 1 0.0000000070426 60
## + FTRate 1 0.0000000070497 60
## + Astper 1 0.0000000070508 60
## + Blkedper 1 0.0000000070656 60
## + threePRate 1 0.0000000070720 60
## + EffHgt 1 0.0000000070725 60## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=56
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + AvgHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Talent 1 0.0000000078847 54
## - RawT 1 0.0000000080015 54
## - twoPper 1 0.0000000080080 54
## - threePper 1 0.0000000082458 54
## - Blkper 1 0.0000000083193 54
## - twoPperD 1 0.0000000083314 54
## - nc_fut_sos 1 0.0000000085077 54
## - Op.Ftper 1 0.0000000085232 54
## - threePperD 1 0.0000000085754 54
## - Exp 1 0.0000000088959 54
## - barthag_rk 1 0.0000000089015 54
## - PPPDef 1 0.0000000089965 54
## - TOVperD 1 0.0000000091154 54
## - OpORebper 1 0.0000000091733 54
## - FTRateD 1 0.0000000097111 54
## - barthag 1 0.0000000097275 54
## - EliteSOS 1 0.0000000104215 54
## - eFG 1 0.0000000105598 54
## - ov_elite_sos 1 0.0000000112711 54
## - AvgHgt 1 0.0000000113137 54
## - adj_d_rk 1 0.0000000115194 54
## - Ftper 1 0.0000000115479 54
## - adj_d 1 0.0000000118283 54
## - wab 1 0.0000000143349 54
## - PPPOff 1 0.0000000165975 54
## - Orebper 1 0.0000000166579 54
## - TOVper 1 0.0000000191094 54
## <none> 0.0000000074199 56
## + adj_t_rk 1 0.0000000070678 58
## + OpAstper 1 0.0000000072106 58
## + adj_o 1 0.0000000072670 58
## + nc_elite_sos 1 0.0000000073061 58
## + adj_o_rk 1 0.0000000073115 58
## + threePRateD 1 0.0000000073155 58
## + threePRate 1 0.0000000073248 58
## + FTRate 1 0.0000000073492 58
## + Blkedper 1 0.0000000073746 58
## + Astper 1 0.0000000073832 58
## + ov_fut_sos 1 0.0000000073951 58
## + ov_cur_sos 1 0.0000000073951 58
## + Adj.T 1 0.0000000073985 58
## + eFGD. 1 0.0000000074006 58
## + adj_t 1 0.0000000074085 58
## + EffHgt 1 0.0000000074254 58## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=54
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + AvgHgt + Exp + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPper 1 0.0000000082579 52
## - Op.Ftper 1 0.0000000085028 52
## - twoPperD 1 0.0000000085030 52
## - nc_fut_sos 1 0.0000000085727 52
## - RawT 1 0.0000000087946 52
## - threePperD 1 0.0000000088453 52
## - PPPDef 1 0.0000000090665 52
## - threePper 1 0.0000000090752 52
## - Exp 1 0.0000000090920 52
## - TOVperD 1 0.0000000092320 52
## - barthag_rk 1 0.0000000092964 52
## - OpORebper 1 0.0000000095180 52
## - Blkper 1 0.0000000095958 52
## - FTRateD 1 0.0000000097868 52
## - barthag 1 0.0000000099751 52
## - EliteSOS 1 0.0000000110838 52
## - Ftper 1 0.0000000114923 52
## - adj_d_rk 1 0.0000000115892 52
## - AvgHgt 1 0.0000000116705 52
## - eFG 1 0.0000000119253 52
## - ov_elite_sos 1 0.0000000122251 52
## - adj_d 1 0.0000000128150 52
## - wab 1 0.0000000147703 52
## - PPPOff 1 0.0000000164323 52
## - Orebper 1 0.0000000166423 52
## - TOVper 1 0.0000000191399 52
## <none> 0.0000000078847 54
## + Talent 1 0.0000000074199 56
## + threePRateD 1 0.0000000076482 56
## + Blkedper 1 0.0000000076766 56
## + adj_o 1 0.0000000076822 56
## + adj_t 1 0.0000000077011 56
## + Astper 1 0.0000000077051 56
## + adj_o_rk 1 0.0000000077186 56
## + nc_elite_sos 1 0.0000000077257 56
## + FTRate 1 0.0000000077437 56
## + EffHgt 1 0.0000000077438 56
## + OpAstper 1 0.0000000077634 56
## + Adj.T 1 0.0000000077991 56
## + eFGD. 1 0.0000000078018 56
## + adj_t_rk 1 0.0000000078038 56
## + ov_fut_sos 1 0.0000000078328 56
## + ov_cur_sos 1 0.0000000078328 56
## + threePRate 1 0.0000000078578 56## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=52
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## nc_fut_sos + ov_elite_sos + eFG + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPperD + threePper + threePperD +
## Blkper + AvgHgt + Exp + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_fut_sos 1 0.0000000086254 50
## - Op.Ftper 1 0.0000000087342 50
## - RawT 1 0.0000000089724 50
## - Exp 1 0.0000000090665 50
## - twoPperD 1 0.0000000090947 50
## - threePperD 1 0.0000000092100 50
## - Blkper 1 0.0000000096409 50
## - threePper 1 0.0000000097955 50
## - OpORebper 1 0.0000000104316 50
## - TOVperD 1 0.0000000105219 50
## - PPPDef 1 0.0000000106052 50
## - FTRateD 1 0.0000000106709 50
## - barthag_rk 1 0.0000000107892 50
## - barthag 1 0.0000000118004 50
## - EliteSOS 1 0.0000000119190 50
## - adj_d_rk 1 0.0000000121062 50
## - AvgHgt 1 0.0000000124247 50
## - Ftper 1 0.0000000133705 50
## - ov_elite_sos 1 0.0000000135618 50
## - wab 1 0.0000000171499 50
## - adj_d 1 0.0000000175002 50
## - Orebper 1 0.0000000189009 50
## - eFG 1 0.0000000194355 50
## - PPPOff 1 0.0000000215193 50
## - TOVper 1 0.0000000240799 50
## <none> 0.0000000082579 52
## + twoPper 1 0.0000000078847 54
## + Blkedper 1 0.0000000079447 54
## + Talent 1 0.0000000080080 54
## + adj_t 1 0.0000000081113 54
## + Adj.T 1 0.0000000081133 54
## + ov_fut_sos 1 0.0000000081307 54
## + ov_cur_sos 1 0.0000000081307 54
## + EffHgt 1 0.0000000081377 54
## + OpAstper 1 0.0000000081425 54
## + threePRate 1 0.0000000081735 54
## + adj_o_rk 1 0.0000000081738 54
## + nc_elite_sos 1 0.0000000082098 54
## + adj_o 1 0.0000000082207 54
## + eFGD. 1 0.0000000082320 54
## + threePRateD 1 0.0000000082326 54
## + adj_t_rk 1 0.0000000082380 54
## + FTRate 1 0.0000000082528 54
## + Astper 1 0.0000000082612 54## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=50
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePper + threePperD + Blkper +
## AvgHgt + Exp + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Exp 1 0.0000000092217 48
## - RawT 1 0.0000000096716 48
## - threePper 1 0.0000000098002 48
## - Blkper 1 0.0000000098037 48
## - twoPperD 1 0.0000000099015 48
## - Op.Ftper 1 0.0000000100266 48
## - threePperD 1 0.0000000105442 48
## - FTRateD 1 0.0000000107128 48
## - TOVperD 1 0.0000000111012 48
## - PPPDef 1 0.0000000112256 48
## - OpORebper 1 0.0000000113929 48
## - barthag_rk 1 0.0000000131105 48
## - adj_d_rk 1 0.0000000133130 48
## - EliteSOS 1 0.0000000133534 48
## - AvgHgt 1 0.0000000134672 48
## - Ftper 1 0.0000000138005 48
## - ov_elite_sos 1 0.0000000143319 48
## - barthag 1 0.0000000155726 48
## - adj_d 1 0.0000000187383 48
## - Orebper 1 0.0000000196392 48
## - eFG 1 0.0000000196639 48
## - wab 1 0.0000000213926 48
## - PPPOff 1 0.0000000232610 48
## - TOVper 1 0.0000000252383 48
## <none> 0.0000000086254 50
## + ov_fut_sos 1 0.0000000081778 52
## + ov_cur_sos 1 0.0000000081778 52
## + nc_fut_sos 1 0.0000000082579 52
## + nc_cur_sos 1 0.0000000082579 52
## + OpAstper 1 0.0000000082866 52
## + Blkedper 1 0.0000000084236 52
## + eFGD. 1 0.0000000085436 52
## + EffHgt 1 0.0000000085619 52
## + nc_elite_sos 1 0.0000000085658 52
## + twoPper 1 0.0000000085727 52
## + adj_t_rk 1 0.0000000085791 52
## + Talent 1 0.0000000085800 52
## + adj_t 1 0.0000000085806 52
## + adj_o 1 0.0000000085895 52
## + adj_o_rk 1 0.0000000086027 52
## + FTRate 1 0.0000000086144 52
## + Adj.T 1 0.0000000086213 52
## + Astper 1 0.0000000086234 52
## + threePRateD 1 0.0000000086278 52
## + threePRate 1 0.0000000086285 52## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=48
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePper + threePperD + Blkper +
## AvgHgt + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePper 1 0.0000000098007 46
## - Blkper 1 0.0000000098074 46
## - twoPperD 1 0.0000000098858 46
## - RawT 1 0.0000000099835 46
## - Op.Ftper 1 0.0000000103124 46
## - threePperD 1 0.0000000105714 46
## - FTRateD 1 0.0000000108675 46
## - TOVperD 1 0.0000000111208 46
## - PPPDef 1 0.0000000112523 46
## - OpORebper 1 0.0000000113920 46
## - EliteSOS 1 0.0000000135329 46
## - Ftper 1 0.0000000138995 46
## - barthag_rk 1 0.0000000140268 46
## - AvgHgt 1 0.0000000143391 46
## - ov_elite_sos 1 0.0000000152620 46
## - adj_d_rk 1 0.0000000162284 46
## - barthag 1 0.0000000165285 46
## - Orebper 1 0.0000000197177 46
## - eFG 1 0.0000000198260 46
## - wab 1 0.0000000214595 46
## - adj_d 1 0.0000000215348 46
## - PPPOff 1 0.0000000241120 46
## - TOVper 1 0.0000000260134 46
## <none> 0.0000000092217 48
## + Exp 1 0.0000000086254 50
## + OpAstper 1 0.0000000086900 50
## + Blkedper 1 0.0000000087733 50
## + ov_fut_sos 1 0.0000000088501 50
## + ov_cur_sos 1 0.0000000088501 50
## + EffHgt 1 0.0000000090620 50
## + nc_fut_sos 1 0.0000000090665 50
## + nc_cur_sos 1 0.0000000090665 50
## + Talent 1 0.0000000090911 50
## + adj_o_rk 1 0.0000000091510 50
## + adj_t 1 0.0000000091592 50
## + Adj.T 1 0.0000000091661 50
## + adj_o 1 0.0000000091780 50
## + Astper 1 0.0000000091871 50
## + twoPper 1 0.0000000092015 50
## + adj_t_rk 1 0.0000000092022 50
## + FTRate 1 0.0000000092066 50
## + threePRate 1 0.0000000092102 50
## + threePRateD 1 0.0000000092105 50
## + eFGD. 1 0.0000000092380 50
## + nc_elite_sos 1 0.0000000092711 50## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=46
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePperD + Blkper + AvgHgt +
## Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkper 1 0.0000000101372 44
## - RawT 1 0.0000000102093 44
## - twoPperD 1 0.0000000106357 44
## - FTRateD 1 0.0000000110232 44
## - threePperD 1 0.0000000112344 44
## - TOVperD 1 0.0000000114003 44
## - PPPDef 1 0.0000000118935 44
## - Op.Ftper 1 0.0000000119202 44
## - OpORebper 1 0.0000000119739 44
## - Ftper 1 0.0000000142270 44
## - barthag_rk 1 0.0000000142562 44
## - AvgHgt 1 0.0000000149135 44
## - EliteSOS 1 0.0000000157112 44
## - ov_elite_sos 1 0.0000000159067 44
## - adj_d_rk 1 0.0000000162464 44
## - barthag 1 0.0000000168142 44
## - Orebper 1 0.0000000197291 44
## - eFG 1 0.0000000199068 44
## - adj_d 1 0.0000000220867 44
## - PPPOff 1 0.0000000244870 44
## - wab 1 0.0000000245094 44
## - TOVper 1 0.0000000267028 44
## <none> 0.0000000098007 46
## + Blkedper 1 0.0000000089232 48
## + Talent 1 0.0000000090902 48
## + threePper 1 0.0000000092217 48
## + twoPper 1 0.0000000092428 48
## + adj_o_rk 1 0.0000000092734 48
## + Astper 1 0.0000000094409 48
## + nc_elite_sos 1 0.0000000095263 48
## + ov_fut_sos 1 0.0000000095665 48
## + ov_cur_sos 1 0.0000000095665 48
## + threePRate 1 0.0000000096013 48
## + Adj.T 1 0.0000000096121 48
## + EffHgt 1 0.0000000096511 48
## + threePRateD 1 0.0000000096732 48
## + adj_t 1 0.0000000096933 48
## + adj_o 1 0.0000000097028 48
## + adj_t_rk 1 0.0000000097067 48
## + nc_fut_sos 1 0.0000000097191 48
## + nc_cur_sos 1 0.0000000097191 48
## + FTRate 1 0.0000000097574 48
## + eFGD. 1 0.0000000097645 48
## + OpAstper 1 0.0000000097820 48
## + Exp 1 0.0000000098002 48## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=44
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePperD + AvgHgt + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - RawT 1 0.0000000103896 42
## - twoPperD 1 0.0000000108378 42
## - TOVperD 1 0.0000000114512 42
## - FTRateD 1 0.0000000115196 42
## - threePperD 1 0.0000000115686 42
## - PPPDef 1 0.0000000119251 42
## - OpORebper 1 0.0000000120872 42
## - Op.Ftper 1 0.0000000124569 42
## - barthag_rk 1 0.0000000141858 42
## - Ftper 1 0.0000000147233 42
## - AvgHgt 1 0.0000000162574 42
## - adj_d_rk 1 0.0000000164710 42
## - barthag 1 0.0000000167448 42
## - Orebper 1 0.0000000197618 42
## - eFG 1 0.0000000200673 42
## - EliteSOS 1 0.0000000209438 42
## - ov_elite_sos 1 0.0000000227102 42
## - adj_d 1 0.0000000228472 42
## - wab 1 0.0000000246693 42
## - PPPOff 1 0.0000000258304 42
## - TOVper 1 0.0000000268043 42
## <none> 0.0000000101372 44
## + Talent 1 0.0000000091751 46
## + ov_fut_sos 1 0.0000000097010 46
## + ov_cur_sos 1 0.0000000097010 46
## + Adj.T 1 0.0000000097447 46
## + Blkper 1 0.0000000098007 46
## + twoPper 1 0.0000000098008 46
## + adj_t 1 0.0000000098063 46
## + threePper 1 0.0000000098074 46
## + nc_elite_sos 1 0.0000000099020 46
## + EffHgt 1 0.0000000099038 46
## + Blkedper 1 0.0000000099825 46
## + threePRateD 1 0.0000000100094 46
## + eFGD. 1 0.0000000100456 46
## + adj_t_rk 1 0.0000000100506 46
## + Astper 1 0.0000000100563 46
## + adj_o 1 0.0000000100601 46
## + nc_fut_sos 1 0.0000000100769 46
## + nc_cur_sos 1 0.0000000100769 46
## + threePRate 1 0.0000000100821 46
## + adj_o_rk 1 0.0000000101105 46
## + OpAstper 1 0.0000000101171 46
## + FTRate 1 0.0000000101206 46
## + Exp 1 0.0000000101261 46## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=42
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + twoPperD + threePperD + AvgHgt + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPperD 1 0.0000000124318 40
## - FTRateD 1 0.0000000128215 40
## - threePperD 1 0.0000000136435 40
## - TOVperD 1 0.0000000136835 40
## - Op.Ftper 1 0.0000000138777 40
## - OpORebper 1 0.0000000140844 40
## - barthag_rk 1 0.0000000141455 40
## - PPPDef 1 0.0000000142655 40
## - Ftper 1 0.0000000151607 40
## - barthag 1 0.0000000171668 40
## - AvgHgt 1 0.0000000175433 40
## - adj_d_rk 1 0.0000000185241 40
## - Orebper 1 0.0000000198750 40
## - eFG 1 0.0000000202268 40
## - EliteSOS 1 0.0000000211269 40
## - ov_elite_sos 1 0.0000000228451 40
## - adj_d 1 0.0000000230003 40
## - PPPOff 1 0.0000000257132 40
## - TOVper 1 0.0000000285169 40
## - wab 1 0.0000000295343 40
## <none> 0.0000000103896 42
## + Talent 1 0.0000000094190 44
## + ov_fut_sos 1 0.0000000097984 44
## + ov_cur_sos 1 0.0000000097984 44
## + twoPper 1 0.0000000100025 44
## + adj_t_rk 1 0.0000000100721 44
## + adj_t 1 0.0000000100723 44
## + Adj.T 1 0.0000000100901 44
## + EffHgt 1 0.0000000101080 44
## + threePRate 1 0.0000000101327 44
## + RawT 1 0.0000000101372 44
## + OpAstper 1 0.0000000101408 44
## + threePper 1 0.0000000101491 44
## + adj_o 1 0.0000000101671 44
## + Blkedper 1 0.0000000101803 44
## + Blkper 1 0.0000000102093 44
## + threePRateD 1 0.0000000102475 44
## + FTRate 1 0.0000000102875 44
## + adj_o_rk 1 0.0000000103608 44
## + eFGD. 1 0.0000000103623 44
## + nc_elite_sos 1 0.0000000103804 44
## + Exp 1 0.0000000103979 44
## + Astper 1 0.0000000104100 44
## + nc_fut_sos 1 0.0000000104450 44
## + nc_cur_sos 1 0.0000000104450 44## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=40
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + threePperD + AvgHgt + Ftper + Op.Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRateD 1 0.000000012860 38
## - Op.Ftper 1 0.000000013877 38
## - threePperD 1 0.000000013920 38
## - barthag_rk 1 0.000000015114 38
## - PPPDef 1 0.000000015192 38
## - Ftper 1 0.000000015374 38
## - barthag 1 0.000000017817 38
## - AvgHgt 1 0.000000018209 38
## - TOVperD 1 0.000000019462 38
## - OpORebper 1 0.000000019788 38
## - Orebper 1 0.000000019925 38
## - eFG 1 0.000000020283 38
## - adj_d_rk 1 0.000000021091 38
## - EliteSOS 1 0.000000022252 38
## - ov_elite_sos 1 0.000000023387 38
## - adj_d 1 0.000000023698 38
## - PPPOff 1 0.000000026211 38
## - TOVper 1 0.000000029868 38
## - wab 1 0.000000044600 38
## <none> 0.000000012432 40
## + twoPperD 1 0.000000010390 42
## + adj_t_rk 1 0.000000010620 42
## + Talent 1 0.000000010670 42
## + adj_t 1 0.000000010674 42
## + Adj.T 1 0.000000010741 42
## + eFGD. 1 0.000000010825 42
## + RawT 1 0.000000010838 42
## + threePRate 1 0.000000010961 42
## + adj_o 1 0.000000011327 42
## + EffHgt 1 0.000000011349 42
## + ov_fut_sos 1 0.000000011536 42
## + ov_cur_sos 1 0.000000011536 42
## + threePper 1 0.000000011607 42
## + twoPper 1 0.000000011681 42
## + FTRate 1 0.000000011839 42
## + threePRateD 1 0.000000012028 42
## + adj_o_rk 1 0.000000012039 42
## + Astper 1 0.000000012290 42
## + Blkedper 1 0.000000012299 42
## + Exp 1 0.000000012318 42
## + OpAstper 1 0.000000012379 42
## + Blkper 1 0.000000012396 42
## + nc_fut_sos 1 0.000000012424 42
## + nc_cur_sos 1 0.000000012424 42
## + nc_elite_sos 1 0.000000012454 42## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=38
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + TOVper + TOVperD + Orebper + OpORebper +
## threePperD + AvgHgt + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Op.Ftper 1 0.000000013949 36
## - threePperD 1 0.000000014794 36
## - barthag_rk 1 0.000000015344 36
## - PPPDef 1 0.000000015654 36
## - Ftper 1 0.000000016016 36
## - barthag 1 0.000000018338 36
## - TOVperD 1 0.000000019411 36
## - OpORebper 1 0.000000019665 36
## - eFG 1 0.000000021808 36
## - Orebper 1 0.000000021928 36
## - adj_d_rk 1 0.000000022791 36
## - AvgHgt 1 0.000000024600 36
## - adj_d 1 0.000000025293 36
## - PPPOff 1 0.000000027959 36
## - ov_elite_sos 1 0.000000028456 36
## - EliteSOS 1 0.000000028662 36
## - TOVper 1 0.000000032956 36
## - wab 1 0.000000069466 36
## <none> 0.000000012860 38
## + ov_fut_sos 1 0.000000011876 40
## + ov_cur_sos 1 0.000000011876 40
## + adj_t 1 0.000000012304 40
## + Adj.T 1 0.000000012368 40
## + RawT 1 0.000000012369 40
## + adj_o 1 0.000000012381 40
## + FTRate 1 0.000000012422 40
## + FTRateD 1 0.000000012432 40
## + adj_t_rk 1 0.000000012432 40
## + adj_o_rk 1 0.000000012471 40
## + EffHgt 1 0.000000012546 40
## + threePRateD 1 0.000000012627 40
## + threePRate 1 0.000000012631 40
## + Astper 1 0.000000012658 40
## + Exp 1 0.000000012746 40
## + eFGD. 1 0.000000012777 40
## + Blkper 1 0.000000012791 40
## + nc_elite_sos 1 0.000000012810 40
## + nc_fut_sos 1 0.000000012814 40
## + nc_cur_sos 1 0.000000012814 40
## + twoPperD 1 0.000000012822 40
## + Talent 1 0.000000012824 40
## + OpAstper 1 0.000000012842 40
## + threePper 1 0.000000012882 40
## + Blkedper 1 0.000000012882 40
## + twoPper 1 0.000000012896 40## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=36
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + TOVper + TOVperD + Orebper + OpORebper +
## threePperD + AvgHgt + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - PPPDef 1 0.000000015954 34
## - threePperD 1 0.000000017155 34
## - barthag_rk 1 0.000000017847 34
## - barthag 1 0.000000019824 34
## - OpORebper 1 0.000000020103 34
## - Ftper 1 0.000000021817 34
## - TOVperD 1 0.000000023224 34
## - adj_d 1 0.000000025222 34
## - AvgHgt 1 0.000000028269 34
## - ov_elite_sos 1 0.000000028927 34
## - adj_d_rk 1 0.000000029431 34
## - EliteSOS 1 0.000000030323 34
## - eFG 1 0.000000031901 34
## - Orebper 1 0.000000032166 34
## - PPPOff 1 0.000000042266 34
## - TOVper 1 0.000000043454 34
## - wab 1 0.000000070424 34
## <none> 0.000000013949 36
## + adj_o 1 0.000000012770 38
## + Op.Ftper 1 0.000000012860 38
## + ov_fut_sos 1 0.000000013341 38
## + ov_cur_sos 1 0.000000013341 38
## + nc_elite_sos 1 0.000000013379 38
## + adj_t 1 0.000000013468 38
## + adj_t_rk 1 0.000000013551 38
## + Adj.T 1 0.000000013560 38
## + FTRate 1 0.000000013570 38
## + RawT 1 0.000000013604 38
## + adj_o_rk 1 0.000000013677 38
## + threePRateD 1 0.000000013679 38
## + EffHgt 1 0.000000013731 38
## + nc_fut_sos 1 0.000000013749 38
## + nc_cur_sos 1 0.000000013749 38
## + eFGD. 1 0.000000013776 38
## + threePper 1 0.000000013793 38
## + twoPper 1 0.000000013805 38
## + twoPperD 1 0.000000013813 38
## + FTRateD 1 0.000000013877 38
## + Talent 1 0.000000013879 38
## + Blkper 1 0.000000013895 38
## + OpAstper 1 0.000000013926 38
## + Blkedper 1 0.000000013935 38
## + Astper 1 0.000000013937 38
## + threePRate 1 0.000000013939 38
## + Exp 1 0.000000013968 38## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=34
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + TOVper + TOVperD + Orebper + OpORebper +
## threePperD + AvgHgt + Ftper + PPPOff + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePperD 1 0.000000019293 32
## - TOVperD 1 0.000000023215 32
## - OpORebper 1 0.000000024815 32
## - barthag_rk 1 0.000000029313 32
## - adj_d_rk 1 0.000000029336 32
## - ov_elite_sos 1 0.000000029936 32
## - barthag 1 0.000000031235 32
## - Ftper 1 0.000000032576 32
## - AvgHgt 1 0.000000034910 32
## - EliteSOS 1 0.000000035693 32
## - adj_d 1 0.000000039875 32
## - eFG 1 0.000000050192 32
## - Orebper 1 0.000000057853 32
## - PPPOff 1 0.000000071414 32
## - TOVper 1 0.000000089922 32
## - wab 1 0.000000167362 32
## <none> 0.000000015954 34
## + PPPDef 1 0.000000013949 36
## + threePRateD 1 0.000000014692 36
## + eFGD. 1 0.000000014931 36
## + twoPperD 1 0.000000015111 36
## + ov_fut_sos 1 0.000000015146 36
## + ov_cur_sos 1 0.000000015146 36
## + adj_o 1 0.000000015320 36
## + adj_o_rk 1 0.000000015419 36
## + EffHgt 1 0.000000015563 36
## + adj_t 1 0.000000015577 36
## + Op.Ftper 1 0.000000015654 36
## + Adj.T 1 0.000000015657 36
## + Talent 1 0.000000015661 36
## + RawT 1 0.000000015666 36
## + threePper 1 0.000000015669 36
## + adj_t_rk 1 0.000000015686 36
## + FTRate 1 0.000000015762 36
## + twoPper 1 0.000000015767 36
## + threePRate 1 0.000000015789 36
## + Astper 1 0.000000015818 36
## + OpAstper 1 0.000000015849 36
## + Blkper 1 0.000000015876 36
## + nc_elite_sos 1 0.000000015880 36
## + FTRateD 1 0.000000015920 36
## + nc_fut_sos 1 0.000000015921 36
## + nc_cur_sos 1 0.000000015921 36
## + Blkedper 1 0.000000015955 36
## + Exp 1 0.000000015956 36## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=32
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + TOVper + TOVperD + Orebper + OpORebper +
## AvgHgt + Ftper + PPPOff + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - TOVperD 1 0.000000023504 30
## - OpORebper 1 0.000000025961 30
## - adj_d_rk 1 0.000000030705 30
## - Ftper 1 0.000000033220 30
## - barthag_rk 1 0.000000033893 30
## - barthag 1 0.000000036719 30
## - AvgHgt 1 0.000000037668 30
## - adj_d 1 0.000000041407 30
## - ov_elite_sos 1 0.000000046242 30
## - EliteSOS 1 0.000000049876 30
## - eFG 1 0.000000051688 30
## - Orebper 1 0.000000058845 30
## - PPPOff 1 0.000000074184 30
## - TOVper 1 0.000000091950 30
## - wab 1 0.000000188912 30
## <none> 0.000000019293 32
## + twoPperD 1 0.000000015245 34
## + threePRateD 1 0.000000015580 34
## + ov_fut_sos 1 0.000000015875 34
## + ov_cur_sos 1 0.000000015875 34
## + threePperD 1 0.000000015954 34
## + eFGD. 1 0.000000016534 34
## + adj_o_rk 1 0.000000016723 34
## + adj_o 1 0.000000016775 34
## + Blkper 1 0.000000017148 34
## + PPPDef 1 0.000000017155 34
## + Astper 1 0.000000017214 34
## + nc_fut_sos 1 0.000000017346 34
## + nc_cur_sos 1 0.000000017346 34
## + threePRate 1 0.000000017482 34
## + FTRate 1 0.000000017608 34
## + Blkedper 1 0.000000017665 34
## + OpAstper 1 0.000000017844 34
## + Op.Ftper 1 0.000000018099 34
## + Talent 1 0.000000018363 34
## + Exp 1 0.000000018404 34
## + FTRateD 1 0.000000018585 34
## + adj_t 1 0.000000018604 34
## + twoPper 1 0.000000018721 34
## + EffHgt 1 0.000000018840 34
## + adj_t_rk 1 0.000000018921 34
## + threePper 1 0.000000018956 34
## + Adj.T 1 0.000000019036 34
## + RawT 1 0.000000019072 34
## + nc_elite_sos 1 0.000000019292 34## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=30
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + TOVper + Orebper + OpORebper + AvgHgt +
## Ftper + PPPOff + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpORebper 1 0.000000026726 28
## - barthag_rk 1 0.000000033832 28
## - barthag 1 0.000000036046 28
## - adj_d_rk 1 0.000000042624 28
## - Ftper 1 0.000000042703 28
## - ov_elite_sos 1 0.000000049440 28
## - eFG 1 0.000000051410 28
## - adj_d 1 0.000000052516 28
## - EliteSOS 1 0.000000053893 28
## - Orebper 1 0.000000061602 28
## - PPPOff 1 0.000000076217 28
## - AvgHgt 1 0.000000084426 28
## - TOVper 1 0.000000094790 28
## - wab 1 0.000000184564 28
## <none> 0.000000023504 30
## + twoPperD 1 0.000000015263 32
## + threePRateD 1 0.000000015678 32
## + eFGD. 1 0.000000016517 32
## + ov_fut_sos 1 0.000000019012 32
## + ov_cur_sos 1 0.000000019012 32
## + TOVperD 1 0.000000019293 32
## + adj_o 1 0.000000019582 32
## + EffHgt 1 0.000000019868 32
## + FTRate 1 0.000000020053 32
## + Op.Ftper 1 0.000000020549 32
## + adj_t 1 0.000000020930 32
## + adj_t_rk 1 0.000000021046 32
## + RawT 1 0.000000021091 32
## + FTRateD 1 0.000000021308 32
## + Adj.T 1 0.000000021373 32
## + threePRate 1 0.000000021486 32
## + threePper 1 0.000000021655 32
## + Exp 1 0.000000021681 32
## + Talent 1 0.000000021788 32
## + adj_o_rk 1 0.000000022707 32
## + twoPper 1 0.000000022756 32
## + Blkper 1 0.000000022819 32
## + threePperD 1 0.000000023215 32
## + nc_elite_sos 1 0.000000023255 32
## + PPPDef 1 0.000000023298 32
## + OpAstper 1 0.000000023390 32
## + Astper 1 0.000000023429 32
## + Blkedper 1 0.000000023496 32
## + nc_fut_sos 1 0.000000023608 32
## + nc_cur_sos 1 0.000000023608 32## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=28
## conf_winner ~ barthag + barthag_rk + adj_d + adj_d_rk + wab +
## ov_elite_sos + eFG + TOVper + Orebper + AvgHgt + Ftper +
## PPPOff + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag_rk 1 0.00000003833 26
## - barthag 1 0.00000003976 26
## - Ftper 1 0.00000004784 26
## - adj_d_rk 1 0.00000004804 26
## - adj_d 1 0.00000005596 26
## - eFG 1 0.00000006185 26
## - EliteSOS 1 0.00000006798 26
## - ov_elite_sos 1 0.00000007484 26
## - AvgHgt 1 0.00000009255 26
## - Orebper 1 0.00000021735 26
## - PPPOff 1 0.00000021777 26
## - wab 1 0.00000029172 26
## - TOVper 1 0.00000060623 26
## <none> 0.00000002673 28
## + threePRateD 1 0.00000001779 30
## + twoPperD 1 0.00000001784 30
## + eFGD. 1 0.00000001912 30
## + ov_fut_sos 1 0.00000002032 30
## + ov_cur_sos 1 0.00000002032 30
## + adj_t 1 0.00000002109 30
## + adj_t_rk 1 0.00000002117 30
## + Adj.T 1 0.00000002142 30
## + RawT 1 0.00000002155 30
## + FTRate 1 0.00000002225 30
## + FTRateD 1 0.00000002261 30
## + Talent 1 0.00000002335 30
## + OpORebper 1 0.00000002350 30
## + OpAstper 1 0.00000002369 30
## + threePRate 1 0.00000002372 30
## + threePper 1 0.00000002444 30
## + nc_fut_sos 1 0.00000002496 30
## + nc_cur_sos 1 0.00000002496 30
## + Exp 1 0.00000002515 30
## + Astper 1 0.00000002528 30
## + EffHgt 1 0.00000002532 30
## + adj_o_rk 1 0.00000002536 30
## + adj_o 1 0.00000002546 30
## + twoPper 1 0.00000002558 30
## + PPPDef 1 0.00000002586 30
## + Blkper 1 0.00000002587 30
## + Op.Ftper 1 0.00000002588 30
## + TOVperD 1 0.00000002596 30
## + threePperD 1 0.00000002637 30
## + Blkedper 1 0.00000002648 30
## + nc_elite_sos 1 0.00000002706 30## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=26
## conf_winner ~ barthag + adj_d + adj_d_rk + wab + ov_elite_sos +
## eFG + TOVper + Orebper + AvgHgt + Ftper + PPPOff + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag 1 0.000 24.000
## - adj_d_rk 1 0.000 24.000
## - Ftper 1 0.000 24.000
## - adj_d 1 0.000 24.000
## - EliteSOS 1 0.000 24.000
## - ov_elite_sos 1 0.000 24.000
## - PPPOff 1 0.000 24.000
## - Orebper 1 0.000 24.000
## - eFG 1 0.000 24.000
## - AvgHgt 1 0.000 24.000
## <none> 0.000 26.000
## + ov_fut_sos 1 0.000 28.000
## + ov_cur_sos 1 0.000 28.000
## + twoPperD 1 0.000 28.000
## + threePRateD 1 0.000 28.000
## + barthag_rk 1 0.000 28.000
## + PPPDef 1 0.000 28.000
## + threePper 1 0.000 28.000
## + Blkedper 1 0.000 28.000
## + eFGD. 1 0.000 28.000
## + Blkper 1 0.000 28.000
## + adj_o_rk 1 0.000 28.000
## + OpORebper 1 0.000 28.000
## + FTRate 1 0.000 28.000
## + twoPper 1 0.000 28.000
## + EffHgt 1 0.000 28.000
## + adj_t_rk 1 0.000 28.000
## + Talent 1 0.000 28.000
## + Adj.T 1 0.000 28.000
## + nc_fut_sos 1 0.000 28.000
## + nc_cur_sos 1 0.000 28.000
## + adj_t 1 0.000 28.000
## + RawT 1 0.000 28.000
## + threePperD 1 0.000 28.000
## + OpAstper 1 0.000 28.000
## + Astper 1 0.000 28.000
## + FTRateD 1 0.000 28.000
## + TOVperD 1 0.000 28.000
## + threePRate 1 0.000 28.000
## + Op.Ftper 1 0.000 28.000
## + nc_elite_sos 1 0.000 28.000
## + adj_o 1 0.000 28.000
## + Exp 1 0.000 28.000
## - TOVper 1 16.328 40.328
## - wab 1 17.418 41.418## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=24
## conf_winner ~ adj_d + adj_d_rk + wab + ov_elite_sos + eFG + TOVper +
## Orebper + AvgHgt + Ftper + PPPOff + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Ftper 1 0.000 22.000
## - adj_d_rk 1 0.000 22.000
## - adj_d 1 0.000 22.000
## - Orebper 1 0.000 22.000
## - eFG 1 0.000 22.000
## - AvgHgt 1 0.000 22.000
## - PPPOff 1 0.000 22.000
## - EliteSOS 1 0.000 22.000
## <none> 0.000 24.000
## + twoPperD 1 0.000 26.000
## + ov_fut_sos 1 0.000 26.000
## + ov_cur_sos 1 0.000 26.000
## + PPPDef 1 0.000 26.000
## + eFGD. 1 0.000 26.000
## + adj_o_rk 1 0.000 26.000
## + threePRateD 1 0.000 26.000
## + FTRate 1 0.000 26.000
## + OpORebper 1 0.000 26.000
## + adj_t_rk 1 0.000 26.000
## + Talent 1 0.000 26.000
## + OpAstper 1 0.000 26.000
## + barthag 1 0.000 26.000
## + Adj.T 1 0.000 26.000
## + threePper 1 0.000 26.000
## + adj_t 1 0.000 26.000
## + threePperD 1 0.000 26.000
## + Blkedper 1 0.000 26.000
## + threePRate 1 0.000 26.000
## + Blkper 1 0.000 26.000
## + RawT 1 0.000 26.000
## + barthag_rk 1 0.000 26.000
## + FTRateD 1 0.000 26.000
## + TOVperD 1 0.000 26.000
## + nc_fut_sos 1 0.000 26.000
## + nc_cur_sos 1 0.000 26.000
## + Op.Ftper 1 0.000 26.000
## + twoPper 1 0.000 26.000
## + EffHgt 1 0.000 26.000
## + adj_o 1 0.000 26.000
## + nc_elite_sos 1 0.000 26.000
## + Exp 1 0.000 26.000
## + Astper 1 0.000 26.000
## - ov_elite_sos 1 12.648 34.648
## - TOVper 1 16.357 38.357
## - wab 1 20.088 42.088## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=22
## conf_winner ~ adj_d + adj_d_rk + wab + ov_elite_sos + eFG + TOVper +
## Orebper + AvgHgt + PPPOff + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d_rk 1 0.000 20.000
## - adj_d 1 0.000 20.000
## <none> 0.000 22.000
## + PPPDef 1 0.000 24.000
## + Ftper 1 0.000 24.000
## + twoPperD 1 0.000 24.000
## + adj_t_rk 1 0.000 24.000
## + threePRateD 1 0.000 24.000
## + Adj.T 1 0.000 24.000
## + adj_t 1 0.000 24.000
## + adj_o_rk 1 0.000 24.000
## + Blkper 1 0.000 24.000
## + RawT 1 0.000 24.000
## + EffHgt 1 0.000 24.000
## + eFGD. 1 0.000 24.000
## + Blkedper 1 0.000 24.000
## + Talent 1 0.000 24.000
## + OpORebper 1 0.000 24.000
## + Astper 1 0.000 24.000
## + OpAstper 1 0.000 24.000
## + FTRate 1 0.000 24.000
## + ov_fut_sos 1 0.000 24.000
## + ov_cur_sos 1 0.000 24.000
## + threePper 1 0.000 24.000
## + Exp 1 0.000 24.000
## + barthag 1 0.000 24.000
## + threePRate 1 0.000 24.000
## + TOVperD 1 0.000 24.000
## + threePperD 1 0.000 24.000
## + adj_o 1 0.000 24.000
## + barthag_rk 1 0.000 24.000
## + nc_elite_sos 1 0.000 24.000
## + Op.Ftper 1 0.000 24.000
## + FTRateD 1 0.000 24.000
## + twoPper 1 0.000 24.000
## + nc_fut_sos 1 0.000 24.000
## + nc_cur_sos 1 0.000 24.000
## - PPPOff 1 10.299 30.299
## - eFG 1 13.007 33.007
## - EliteSOS 1 13.723 33.723
## - AvgHgt 1 14.176 34.176
## - Orebper 1 15.732 35.732
## - ov_elite_sos 1 16.759 36.759
## - TOVper 1 20.375 40.375
## - wab 1 22.587 42.587## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=20
## conf_winner ~ adj_d + wab + ov_elite_sos + eFG + TOVper + Orebper +
## AvgHgt + PPPOff + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d 1 0.000 18.000
## <none> 0.000 20.000
## + adj_d_rk 1 0.000 22.000
## + Ftper 1 0.000 22.000
## + PPPDef 1 0.000 22.000
## + threePper 1 0.000 22.000
## + RawT 1 0.000 22.000
## + Blkedper 1 0.000 22.000
## + Op.Ftper 1 0.000 22.000
## + adj_t_rk 1 0.000 22.000
## + Adj.T 1 0.000 22.000
## + nc_fut_sos 1 0.000 22.000
## + nc_cur_sos 1 0.000 22.000
## + eFGD. 1 0.000 22.000
## + Blkper 1 0.000 22.000
## + adj_t 1 0.000 22.000
## + twoPper 1 0.000 22.000
## + adj_o 1 0.000 22.000
## + Talent 1 0.000 22.000
## + threePRateD 1 0.000 22.000
## + Exp 1 0.000 22.000
## + FTRate 1 0.000 22.000
## + threePperD 1 0.000 22.000
## + nc_elite_sos 1 0.000 22.000
## + adj_o_rk 1 0.000 22.000
## + TOVperD 1 0.000 22.000
## + OpORebper 1 0.000 22.000
## + EffHgt 1 0.000 22.000
## + FTRateD 1 0.000 22.000
## + twoPperD 1 0.000 22.000
## + threePRate 1 0.000 22.000
## + Astper 1 0.000 22.000
## + ov_fut_sos 1 0.000 22.000
## + ov_cur_sos 1 0.000 22.000
## + barthag_rk 1 0.000 22.000
## + OpAstper 1 0.000 22.000
## + barthag 1 0.000 22.000
## - PPPOff 1 14.250 32.250
## - eFG 1 14.652 32.651
## - AvgHgt 1 15.761 33.761
## - EliteSOS 1 16.015 34.015
## - Orebper 1 16.801 34.801
## - ov_elite_sos 1 18.565 36.565
## - TOVper 1 20.912 38.912
## - wab 1 25.482 43.482## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=18
## conf_winner ~ wab + ov_elite_sos + eFG + TOVper + Orebper + AvgHgt +
## PPPOff + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## <none> 0.000 18.000
## + Ftper 1 0.000 20.000
## + threePper 1 0.000 20.000
## + adj_d 1 0.000 20.000
## + Op.Ftper 1 0.000 20.000
## + twoPper 1 0.000 20.000
## + barthag_rk 1 0.000 20.000
## + barthag 1 0.000 20.000
## + adj_t 1 0.000 20.000
## + adj_t_rk 1 0.000 20.000
## + Adj.T 1 0.000 20.000
## + eFGD. 1 0.000 20.000
## + Talent 1 0.000 20.000
## + RawT 1 0.000 20.000
## + threePperD 1 0.000 20.000
## + nc_fut_sos 1 0.000 20.000
## + nc_cur_sos 1 0.000 20.000
## + Blkedper 1 0.000 20.000
## + PPPDef 1 0.000 20.000
## + adj_o 1 0.000 20.000
## + twoPperD 1 0.000 20.000
## + EffHgt 1 0.000 20.000
## + adj_o_rk 1 0.000 20.000
## + OpAstper 1 0.000 20.000
## + Astper 1 0.000 20.000
## + TOVperD 1 0.000 20.000
## + Exp 1 0.000 20.000
## + threePRateD 1 0.000 20.000
## + adj_d_rk 1 0.000 20.000
## + nc_elite_sos 1 0.000 20.000
## + Blkper 1 0.000 20.000
## + ov_fut_sos 1 0.000 20.000
## + ov_cur_sos 1 0.000 20.000
## + threePRate 1 0.000 20.000
## + FTRateD 1 0.000 20.000
## + OpORebper 1 0.000 20.000
## + FTRate 1 0.000 20.000
## - PPPOff 1 14.258 30.258
## - eFG 1 14.828 30.828
## - EliteSOS 1 16.065 32.065
## - AvgHgt 1 16.662 32.662
## - Orebper 1 16.974 32.974
## - ov_elite_sos 1 18.741 34.741
## - TOVper 1 21.938 37.938
## - wab 1 56.570 72.570summary(BE.lm.stepwise)##
## Call:
## glm(formula = conf_winner ~ wab + ov_elite_sos + eFG + TOVper +
## Orebper + AvgHgt + PPPOff + EliteSOS, family = "binomial",
## data = BE_train.df, na.action = na.exclude)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) 753.77 360296.45 0.002 0.998
## wab 100.07 9075.64 0.011 0.991
## ov_elite_sos -160.00 16276.53 -0.010 0.992
## eFG -165.42 15604.84 -0.011 0.992
## TOVper 227.80 20999.24 0.011 0.991
## Orebper -69.42 6642.80 -0.010 0.992
## AvgHgt -67.55 7153.68 -0.009 0.992
## PPPOff 10230.22 995495.58 0.010 0.992
## EliteSOS 140.99 14458.55 0.010 0.992
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 79.83915392201 on 157 degrees of freedom
## Residual deviance: 0.00000029546 on 149 degrees of freedom
## AIC: 18
##
## Number of Fisher Scoring iterations: 25#accuracy
BE.lm.step.pred <- predict(BE.lm.stepwise, BE_valid.df, na.action = na.pass)
accuracy(BE.lm.step.pred, BE_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set 737.2455 860.3166 737.2455 Inf InfSEC Conference
In this section, our group is splitting the “SEC.df” dataframe that we created by filtering for only teams in the SEC conference into a training set (80%) and validation set (20%)
SEC.df <- team.df2024 %>%
filter(conf == "SEC")
RNGkind(sample.kind="Rounding")## Warning in RNGkind(sample.kind = "Rounding"): non-uniform 'Rounding' sampler
## usedset.seed(123)
SECtrain.index <- sample(c(1:dim(SEC.df)[1]), dim(SEC.df)[1]*0.8)
SEC_train.df <-SEC.df[SECtrain.index, ]
SEC_valid.df <- SEC.df[-SECtrain.index, ]
head(SEC_train.df)## team year conf conf_winner barthag barthag_rk adj_o adj_o_rk
## 1: Florida 2021 SEC 0 0.856144 39 110.231 44
## 2: South Carolina 2020 SEC 0 0.791197 62 105.503 114
## 3: Kentucky 2014 SEC 0 0.906163 22 117.196 16
## 4: Tennessee 2023 SEC 0 0.940125 5 111.211 57
## 5: Texas A&M 2023 SEC 0 0.880812 23 113.843 30
## 6: Alabama 2017 SEC 0 0.814167 54 104.403 153
## adj_d adj_d_rk adj_t adj_t_rk wab nc_elite_sos nc_fut_sos
## 1: 94.3944 39 68.2256 164 1.177532 30 0.6147
## 2: 93.9626 38 72.9059 23 -2.463378 18 0.5073
## 3: 96.2225 40 65.9090 212 3.897941 25 0.6245
## 4: 87.5294 1 65.1467 285 2.809813 24 0.5703
## 5: 95.6691 38 65.9893 245 3.684413 15 0.4710
## 6: 91.8166 10 66.5806 301 -1.870160 17 0.5006
## nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos eFG eFGD. FTRate FTRateD
## 1: 0.6147 33 0.7551 0.7551 53.1 47.8 33.9 35.1
## 2: 0.5073 24 0.6417 0.6417 48.6 45.2 36.8 53.0
## 3: 0.6245 34 0.7381 0.7381 49.9 46.0 51.8 36.8
## 4: 0.5703 29 0.6900 0.6900 49.9 42.8 30.7 33.8
## 5: 0.4710 28 0.6640 0.6640 48.8 48.2 45.1 34.7
## 6: 0.5006 27 0.6600 0.6600 48.2 46.1 39.1 39.9
## TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1: 21.2 20.2 31.0 30.6 70.5 53.0 48.8 35.6 30.7
## 2: 18.1 21.4 32.1 28.6 72.5 49.5 45.7 31.0 29.6
## 3: 18.1 16.1 42.0 29.7 65.9 50.0 44.9 33.2 32.2
## 4: 18.1 22.2 36.4 26.9 65.9 50.3 45.1 32.8 26.5
## 5: 18.3 20.9 36.7 30.4 67.1 48.8 47.2 32.6 33.0
## 6: 20.4 19.8 34.1 26.6 67.4 48.7 44.2 31.7 33.3
## Blkper Blkedper Astper OpAstper threePRate threePRateD Adj.T AvgHgt EffHgt
## 1: 14.0 8.9 44.2 51.1 33.8 36.2 68.226 77.440 80.694
## 2: 13.3 8.4 53.5 54.3 29.7 39.8 72.906 78.151 80.779
## 3: 14.9 7.7 44.4 44.6 27.6 30.3 63.925 79.303 81.978
## 4: 11.8 8.3 66.2 50.4 40.1 41.8 65.147 77.428 81.781
## 5: 7.9 11.1 52.6 59.0 34.5 45.7 65.990 76.682 79.793
## 6: 11.6 8.3 48.2 43.4 37.2 34.0 65.203 78.020 80.615
## Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.529 60.198 75.3 70.9 1.048 0.993 33.393
## 2: 1.079 44.524 62.8 73.1 1.008 0.955 23.819
## 3: 0.322 93.139 68.2 69.0 1.124 1.001 33.876
## 4: 1.911 60.040 70.8 71.9 1.070 0.876 29.404
## 5: 2.182 48.574 75.9 70.6 1.085 0.990 27.818
## 6: 1.535 58.334 65.3 67.1 1.002 0.946 26.644head(SEC_valid.df)## team year conf conf_winner barthag barthag_rk adj_o adj_o_rk adj_d
## 1: Alabama 2009 SEC 0 0.714283 91 105.5750 100 97.4898
## 2: Alabama 2010 SEC 0 0.823017 59 107.5990 73 94.1384
## 3: Alabama 2011 SEC 0 0.847599 42 104.0530 118 89.6305
## 4: Auburn 2010 SEC 0 0.736373 87 109.9140 53 100.5220
## 5: Auburn 2012 SEC 0 0.614212 124 98.0503 232 94.1643
## 6: Auburn 2018 SEC 0 0.867159 25 114.0300 39 96.8653
## adj_d_rk adj_t adj_t_rk wab nc_elite_sos nc_fut_sos nc_cur_sos
## 1: 91 68.2778 104 -4.772580 11 0.4014 0.4014
## 2: 51 65.3116 262 -3.970010 21 0.5267 0.5267
## 3: 7 64.9014 255 -1.232592 15 0.4270 0.4270
## 4: 155 70.6355 37 -7.067890 15 0.4738 0.4738
## 5: 45 65.4013 208 -5.103178 14 0.4111 0.4111
## 6: 49 73.7967 19 4.264992 13 0.4823 0.4823
## ov_elite_sos ov_fut_sos ov_cur_sos eFG eFGD. FTRate FTRateD TOVper TOVperD
## 1: 24 0.6204 0.6204 47.8 46.7 38.4 31.7 20.8 19.8
## 2: 28 0.6685 0.6685 49.0 47.7 34.3 36.5 19.5 21.2
## 3: 24 0.5999 0.5999 48.7 43.7 31.6 36.3 21.2 23.9
## 4: 26 0.6428 0.6428 51.1 51.8 36.7 38.3 19.3 21.2
## 5: 25 0.6039 0.6039 46.4 47.0 36.4 38.0 20.6 21.6
## 6: 26 0.6745 0.6745 50.8 49.7 39.8 38.1 16.4 20.7
## Orebper OpORebper RawT twoPper twoPperD threePper threePperD Blkper Blkedper
## 1: 38.1 36.0 70.2 47.2 46.7 33.0 31.1 11.6 9.9
## 2: 35.0 34.2 65.7 47.6 47.7 35.0 31.8 10.9 10.1
## 3: 36.8 33.8 65.4 50.0 41.8 29.8 31.8 14.2 9.1
## 4: 32.5 32.2 70.9 52.6 51.1 32.8 35.5 7.7 11.0
## 5: 31.4 32.9 65.0 46.9 44.2 30.2 34.8 14.0 10.4
## 6: 32.1 28.0 73.4 48.7 47.7 35.7 35.1 15.2 9.3
## Astper OpAstper threePRate threePRateD Adj.T AvgHgt EffHgt Exp Talent
## 1: 43.0 53.6 24.6 35.0 67.111 77.107 80.341 1.658 81.062
## 2: 54.2 48.6 27.9 32.9 63.798 76.473 80.213 1.865 57.685
## 3: 48.8 50.1 24.7 32.0 63.450 76.451 79.345 1.690 60.252
## 4: 49.2 51.5 42.7 34.3 69.131 75.933 79.523 2.074 46.931
## 5: 55.5 56.6 31.0 35.4 64.352 76.698 80.769 1.795 33.154
## 6: 53.2 52.4 43.2 39.6 72.594 75.841 79.021 1.241 58.941
## Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 70.5 67.9 1.025 1.004 23.428
## 2: 70.7 66.4 1.042 0.986 27.620
## 3: 70.7 67.6 1.016 0.903 23.148
## 4: 65.4 71.1 1.050 1.039 25.599
## 5: 64.8 68.6 0.953 0.974 24.853
## 6: 77.4 72.2 1.115 0.997 26.290Logistic Regression
options(scipen = 999)
SEC.lm <- glm(conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS, data = SEC_train.df, family = "binomial", na.action = na.exclude)## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurredSEC.lm##
## Call: glm(formula = conf_winner ~ barthag + barthag_rk + adj_o_rk +
## adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos +
## nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS, family = "binomial", data = SEC_train.df,
## na.action = na.exclude)
##
## Coefficients:
## (Intercept) barthag barthag_rk adj_o_rk adj_o
## -18.55737 -624.16823 0.03675 -0.68446 -0.42615
## adj_d adj_d_rk adj_t adj_t_rk wab
## -13.97134 -0.28280 21.08855 0.25279 5.94802
## nc_elite_sos nc_fut_sos nc_cur_sos ov_elite_sos ov_fut_sos
## 2.36548 -68.46352 NA -7.41241 2.11455
## ov_cur_sos eFG eFGD. FTRate FTRateD
## NA -16.50631 20.96539 -1.69910 0.73829
## TOVper TOVperD Orebper OpORebper RawT
## -9.32507 -6.77331 2.22269 3.77215 0.77214
## twoPper twoPperD threePper threePperD Blkper
## 18.30380 -8.45595 12.00766 -11.19115 0.58371
## Blkedper Astper OpAstper threePRate threePRateD
## 6.01580 1.44802 -0.35565 -1.23749 -0.98980
## Adj.T AvgHgt EffHgt Exp Talent
## -14.09121 13.03471 -3.57452 7.33188 0.02179
## Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 3.57743 -0.03066 -323.07031 307.24426 -0.45602
##
## Degrees of Freedom: 170 Total (i.e. Null); 128 Residual
## Null Deviance: 81.64
## Residual Deviance: 0.00000000417 AIC: 86In the code above, we created a logistic regression that is predicting the binary outcome variable ‘conf_winner’ using all of the predictor independent variables listed in the formula above. Each coefficient represents the change in the log-odds of the response variable for a one-unit change in the corresponding variable if all the other variables are constant. Negative coefficients represent a negative relationship with the log-odds of being a conference winner. Positive coefficients represent a positive relationship with the log-odds of being a conference winner. There are 170 degrees of freedom for the null model and 128 degrees of freedom for the residual model. The null deviance is 81.64 which represents the deviance of the null model. The residual deviance is very small 4.2e-9 which represents the deviance of the model with no predictors. The smaller the null deviance and residual deviance indicate a better fitted model. The AIC is 86 which is very low and indicates a better fitted model if the score is low.
Confusion Matrix
# Make predictions on the validation dataset
SEC_predictions <- predict(SEC.lm, newdata = SEC_valid.df, type = "response")## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type == :
## prediction from rank-deficient fit; attr(*, "non-estim") has doubtful cases# Convert predicted probabilities to class labels (0 or 1) based on a threshold (e.g., 0.5)
SEC_predicted_classes <- ifelse(SEC_predictions > 0.5, 1, 0)
# Create a confusion matrix
SEC_conf_matrix <- confusionMatrix(as.factor(SEC_valid.df$conf_winner), as.factor(SEC_predicted_classes), positive = '1')
# Print the confusion matrix
print(SEC_conf_matrix)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 37 1
## 1 2 3
##
## Accuracy : 0.9302
## 95% CI : (0.8094, 0.9854)
## No Information Rate : 0.907
## P-Value [Acc > NIR] : 0.4239
##
## Kappa : 0.6282
##
## Mcnemar's Test P-Value : 1.0000
##
## Sensitivity : 0.75000
## Specificity : 0.94872
## Pos Pred Value : 0.60000
## Neg Pred Value : 0.97368
## Prevalence : 0.09302
## Detection Rate : 0.06977
## Detection Prevalence : 0.11628
## Balanced Accuracy : 0.84936
##
## 'Positive' Class : 1
## #calc specificty, etc. The model shows an overall accuracy of 93.02%, with sensitivity (True Positive Rate) at 75.00%. The Kappa value is 0.6282, indicating substantial agreement beyond chance. The balanced accuracy is 84.94%, suggesting a good performance balance between sensitivity and specificity. The positive predictive value (precision) is 60.00%, indicating that 60% of the predicted positive cases are true positives. The model’s performance is quite good, and it demonstrates a high level of agreement with the actual outcomes.
Backward Selection
SEC_lm.backward <- step(SEC.lm, direction = 'backward')## Start: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EliteSOS 1 0.0000000041718 84
## - ov_fut_sos 1 0.0000000041722 84
## - RawT 1 0.0000000041741 84
## - barthag_rk 1 0.0000000041778 84
## - Op.Ftper 1 0.0000000041789 84
## - Talent 1 0.0000000041799 84
## - adj_o 1 0.0000000041838 84
## - nc_fut_sos 1 0.0000000041868 84
## - Blkper 1 0.0000000041877 84
## - OpAstper 1 0.0000000041882 84
## - Orebper 1 0.0000000041936 84
## - PPPOff 1 0.0000000041946 84
## - PPPDef 1 0.0000000041958 84
## - TOVper 1 0.0000000042136 84
## - EffHgt 1 0.0000000042148 84
## - threePRateD 1 0.0000000042155 84
## - twoPperD 1 0.0000000042175 84
## - FTRateD 1 0.0000000042180 84
## - OpORebper 1 0.0000000042183 84
## - eFG 1 0.0000000042203 84
## - TOVperD 1 0.0000000042275 84
## - Exp 1 0.0000000042291 84
## - ov_elite_sos 1 0.0000000042472 84
## - FTRate 1 0.0000000042515 84
## - adj_d_rk 1 0.0000000042581 84
## - threePperD 1 0.0000000042728 84
## - Ftper 1 0.0000000042749 84
## - nc_elite_sos 1 0.0000000042870 84
## - eFGD. 1 0.0000000043001 84
## - threePRate 1 0.0000000043305 84
## - Astper 1 0.0000000043813 84
## - Adj.T 1 0.0000000043977 84
## - threePper 1 0.0000000044252 84
## - barthag 1 0.0000000044471 84
## - twoPper 1 0.0000000044722 84
## - AvgHgt 1 0.0000000044862 84
## - Blkedper 1 0.0000000044874 84
## - adj_t_rk 1 0.0000000045104 84
## - adj_t 1 0.0000000045479 84
## - adj_o_rk 1 0.0000000046371 84
## - adj_d 1 0.0000000046553 84
## - wab 1 0.0000000066971 84
## <none> 0.0000000041703 86## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - ov_fut_sos 1 0.0000000041728 82
## - RawT 1 0.0000000041757 82
## - Op.Ftper 1 0.0000000041773 82
## - Talent 1 0.0000000041787 82
## - barthag_rk 1 0.0000000041792 82
## - adj_o 1 0.0000000041847 82
## - nc_fut_sos 1 0.0000000041860 82
## - Blkper 1 0.0000000041862 82
## - OpAstper 1 0.0000000041914 82
## - Orebper 1 0.0000000041945 82
## - PPPOff 1 0.0000000041946 82
## - PPPDef 1 0.0000000042019 82
## - EffHgt 1 0.0000000042147 82
## - threePRateD 1 0.0000000042158 82
## - OpORebper 1 0.0000000042160 82
## - Exp 1 0.0000000042245 82
## - TOVper 1 0.0000000042268 82
## - TOVperD 1 0.0000000042311 82
## - FTRateD 1 0.0000000042311 82
## - eFG 1 0.0000000042354 82
## - twoPperD 1 0.0000000042545 82
## - FTRate 1 0.0000000042576 82
## - adj_d_rk 1 0.0000000042640 82
## - nc_elite_sos 1 0.0000000042756 82
## - Ftper 1 0.0000000043083 82
## - threePperD 1 0.0000000043121 82
## - threePRate 1 0.0000000043401 82
## - eFGD. 1 0.0000000043563 82
## - Astper 1 0.0000000043851 82
## - Adj.T 1 0.0000000044169 82
## - threePper 1 0.0000000044231 82
## - barthag 1 0.0000000044505 82
## - twoPper 1 0.0000000044718 82
## - AvgHgt 1 0.0000000045010 82
## - Blkedper 1 0.0000000045241 82
## - adj_t_rk 1 0.0000000045322 82
## - adj_t 1 0.0000000045585 82
## - ov_elite_sos 1 0.0000000045847 82
## - adj_o_rk 1 0.0000000046625 82
## - adj_d 1 0.0000000046628 82
## - wab 1 0.0000000068883 82
## <none> 0.0000000041718 84## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + eFG + eFGD. + FTRate + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD +
## threePper + threePperD + Blkper + Blkedper + Astper + OpAstper +
## threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Op.Ftper 1 0.0000000041784 80
## - RawT 1 0.0000000041786 80
## - barthag_rk 1 0.0000000041802 80
## - Talent 1 0.0000000041815 80
## - Blkper 1 0.0000000041871 80
## - adj_o 1 0.0000000041891 80
## - OpAstper 1 0.0000000041920 80
## - PPPOff 1 0.0000000041941 80
## - Orebper 1 0.0000000041950 80
## - PPPDef 1 0.0000000042087 80
## - EffHgt 1 0.0000000042157 80
## - OpORebper 1 0.0000000042172 80
## - nc_fut_sos 1 0.0000000042215 80
## - threePRateD 1 0.0000000042255 80
## - TOVper 1 0.0000000042283 80
## - FTRateD 1 0.0000000042310 80
## - TOVperD 1 0.0000000042334 80
## - eFG 1 0.0000000042376 80
## - Exp 1 0.0000000042403 80
## - FTRate 1 0.0000000042634 80
## - twoPperD 1 0.0000000042663 80
## - adj_d_rk 1 0.0000000042778 80
## - Ftper 1 0.0000000043066 80
## - threePperD 1 0.0000000043285 80
## - threePRate 1 0.0000000043443 80
## - eFGD. 1 0.0000000043568 80
## - nc_elite_sos 1 0.0000000043661 80
## - Astper 1 0.0000000043872 80
## - threePper 1 0.0000000044248 80
## - Adj.T 1 0.0000000044313 80
## - barthag 1 0.0000000044562 80
## - twoPper 1 0.0000000044773 80
## - adj_t_rk 1 0.0000000045429 80
## - Blkedper 1 0.0000000045444 80
## - AvgHgt 1 0.0000000046488 80
## - adj_o_rk 1 0.0000000046674 80
## - adj_t 1 0.0000000046807 80
## - adj_d 1 0.0000000046965 80
## - ov_elite_sos 1 0.0000000054192 80
## - wab 1 0.0000000069726 80
## <none> 0.0000000041728 82## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + eFG + eFGD. + FTRate + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD +
## threePper + threePperD + Blkper + Blkedper + Astper + OpAstper +
## threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp +
## Talent + Ftper + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - RawT 1 0.0000000041838 78
## - barthag_rk 1 0.0000000041859 78
## - Talent 1 0.0000000041872 78
## - Blkper 1 0.0000000041919 78
## - adj_o 1 0.0000000041958 78
## - OpAstper 1 0.0000000041994 78
## - PPPOff 1 0.0000000042031 78
## - Orebper 1 0.0000000042043 78
## - EffHgt 1 0.0000000042368 78
## - threePRateD 1 0.0000000042426 78
## - nc_fut_sos 1 0.0000000042509 78
## - TOVper 1 0.0000000042511 78
## - PPPDef 1 0.0000000042531 78
## - eFG 1 0.0000000042703 78
## - FTRateD 1 0.0000000042727 78
## - FTRate 1 0.0000000042781 78
## - twoPperD 1 0.0000000042805 78
## - Exp 1 0.0000000042830 78
## - adj_d_rk 1 0.0000000043006 78
## - Ftper 1 0.0000000043207 78
## - TOVperD 1 0.0000000043584 78
## - threePperD 1 0.0000000043603 78
## - eFGD. 1 0.0000000043638 78
## - OpORebper 1 0.0000000043884 78
## - threePRate 1 0.0000000043934 78
## - threePper 1 0.0000000044291 78
## - Adj.T 1 0.0000000044472 78
## - barthag 1 0.0000000044633 78
## - Astper 1 0.0000000044726 78
## - nc_elite_sos 1 0.0000000044741 78
## - twoPper 1 0.0000000044851 78
## - Blkedper 1 0.0000000045548 78
## - adj_t 1 0.0000000046896 78
## - adj_t_rk 1 0.0000000046916 78
## - AvgHgt 1 0.0000000046972 78
## - adj_d 1 0.0000000047479 78
## - adj_o_rk 1 0.0000000048057 78
## - ov_elite_sos 1 0.0000000056540 78
## - wab 1 0.0000000070055 78
## <none> 0.0000000041784 80## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + eFG + eFGD. + FTRate + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper +
## PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag_rk 1 0.0000000041890 76
## - Talent 1 0.0000000041953 76
## - Blkper 1 0.0000000041993 76
## - adj_o 1 0.0000000042024 76
## - PPPOff 1 0.0000000042062 76
## - Orebper 1 0.0000000042082 76
## - OpAstper 1 0.0000000042134 76
## - threePRateD 1 0.0000000042489 76
## - EffHgt 1 0.0000000042499 76
## - TOVper 1 0.0000000042580 76
## - nc_fut_sos 1 0.0000000042604 76
## - PPPDef 1 0.0000000042672 76
## - eFG 1 0.0000000042752 76
## - twoPperD 1 0.0000000042855 76
## - FTRate 1 0.0000000042915 76
## - Exp 1 0.0000000042989 76
## - FTRateD 1 0.0000000043148 76
## - adj_d_rk 1 0.0000000043274 76
## - Ftper 1 0.0000000043306 76
## - TOVperD 1 0.0000000043631 76
## - threePperD 1 0.0000000043651 76
## - eFGD. 1 0.0000000043665 76
## - OpORebper 1 0.0000000044026 76
## - threePRate 1 0.0000000044032 76
## - threePper 1 0.0000000044481 76
## - barthag 1 0.0000000044857 76
## - nc_elite_sos 1 0.0000000044870 76
## - Adj.T 1 0.0000000044981 76
## - twoPper 1 0.0000000045059 76
## - Astper 1 0.0000000045334 76
## - Blkedper 1 0.0000000045825 76
## - adj_t_rk 1 0.0000000046963 76
## - adj_t 1 0.0000000047342 76
## - AvgHgt 1 0.0000000047489 76
## - adj_d 1 0.0000000047705 76
## - adj_o_rk 1 0.0000000048229 76
## - ov_elite_sos 1 0.0000000056704 76
## - wab 1 0.0000000071730 76
## <none> 0.0000000041838 78## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=76
## conf_winner ~ barthag + adj_o_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + PPPOff +
## PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Talent 1 0.0000000041973 74
## - Blkper 1 0.0000000042037 74
## - adj_o 1 0.0000000042072 74
## - PPPOff 1 0.0000000042105 74
## - Orebper 1 0.0000000042135 74
## - OpAstper 1 0.0000000042231 74
## - EffHgt 1 0.0000000042584 74
## - threePRateD 1 0.0000000042600 74
## - TOVper 1 0.0000000042609 74
## - nc_fut_sos 1 0.0000000042726 74
## - PPPDef 1 0.0000000042738 74
## - eFG 1 0.0000000042782 74
## - twoPperD 1 0.0000000042873 74
## - FTRate 1 0.0000000043017 74
## - FTRateD 1 0.0000000043258 74
## - Exp 1 0.0000000043321 74
## - adj_d_rk 1 0.0000000043344 74
## - Ftper 1 0.0000000043391 74
## - threePperD 1 0.0000000043662 74
## - eFGD. 1 0.0000000043677 74
## - TOVperD 1 0.0000000044280 74
## - OpORebper 1 0.0000000044322 74
## - threePRate 1 0.0000000044441 74
## - threePper 1 0.0000000044613 74
## - twoPper 1 0.0000000045237 74
## - Astper 1 0.0000000045387 74
## - Adj.T 1 0.0000000045652 74
## - nc_elite_sos 1 0.0000000045879 74
## - adj_t_rk 1 0.0000000047012 74
## - Blkedper 1 0.0000000047033 74
## - AvgHgt 1 0.0000000047934 74
## - adj_o_rk 1 0.0000000048554 74
## - adj_d 1 0.0000000048608 74
## - adj_t 1 0.0000000049134 74
## - ov_elite_sos 1 0.0000000057691 74
## - barthag 1 0.0000000059323 74
## - wab 1 0.0000000071956 74
## <none> 0.0000000041890 76## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=74
## conf_winner ~ barthag + adj_o_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o 1 0.0000000042139 72
## - Blkper 1 0.0000000042143 72
## - OpAstper 1 0.0000000042320 72
## - PPPOff 1 0.0000000042341 72
## - Orebper 1 0.0000000042387 72
## - EffHgt 1 0.0000000042653 72
## - threePRateD 1 0.0000000042709 72
## - eFG 1 0.0000000042845 72
## - PPPDef 1 0.0000000042866 72
## - TOVper 1 0.0000000042937 72
## - twoPperD 1 0.0000000042955 72
## - FTRate 1 0.0000000043142 72
## - nc_fut_sos 1 0.0000000043204 72
## - FTRateD 1 0.0000000043393 72
## - adj_d_rk 1 0.0000000043477 72
## - Exp 1 0.0000000043628 72
## - threePperD 1 0.0000000043764 72
## - eFGD. 1 0.0000000043854 72
## - Ftper 1 0.0000000044160 72
## - OpORebper 1 0.0000000044442 72
## - threePRate 1 0.0000000044505 72
## - TOVperD 1 0.0000000044961 72
## - threePper 1 0.0000000045271 72
## - Astper 1 0.0000000045532 72
## - twoPper 1 0.0000000045734 72
## - nc_elite_sos 1 0.0000000046000 72
## - Adj.T 1 0.0000000046308 72
## - adj_t_rk 1 0.0000000047065 72
## - Blkedper 1 0.0000000047701 72
## - AvgHgt 1 0.0000000048484 72
## - adj_o_rk 1 0.0000000048611 72
## - adj_t 1 0.0000000049405 72
## - adj_d 1 0.0000000050108 72
## - ov_elite_sos 1 0.0000000058044 72
## - barthag 1 0.0000000059929 72
## - wab 1 0.0000000072287 72
## <none> 0.0000000041973 74## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=72
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkper 1 0.0000000042325 70
## - Orebper 1 0.0000000042469 70
## - PPPOff 1 0.0000000042516 70
## - OpAstper 1 0.0000000042568 70
## - EffHgt 1 0.0000000042730 70
## - threePRateD 1 0.0000000042827 70
## - TOVper 1 0.0000000043009 70
## - twoPperD 1 0.0000000043078 70
## - PPPDef 1 0.0000000043174 70
## - nc_fut_sos 1 0.0000000043336 70
## - FTRateD 1 0.0000000043669 70
## - adj_d_rk 1 0.0000000043747 70
## - eFG 1 0.0000000043800 70
## - Exp 1 0.0000000043802 70
## - threePperD 1 0.0000000043848 70
## - eFGD. 1 0.0000000044025 70
## - FTRate 1 0.0000000044076 70
## - Ftper 1 0.0000000044481 70
## - OpORebper 1 0.0000000044558 70
## - threePRate 1 0.0000000044714 70
## - TOVperD 1 0.0000000045046 70
## - Astper 1 0.0000000046024 70
## - nc_elite_sos 1 0.0000000046082 70
## - threePper 1 0.0000000046434 70
## - Adj.T 1 0.0000000046528 70
## - twoPper 1 0.0000000047047 70
## - adj_t_rk 1 0.0000000047192 70
## - Blkedper 1 0.0000000047784 70
## - adj_o_rk 1 0.0000000049124 70
## - adj_t 1 0.0000000049576 70
## - AvgHgt 1 0.0000000049689 70
## - adj_d 1 0.0000000050061 70
## - ov_elite_sos 1 0.0000000060066 70
## - barthag 1 0.0000000060111 70
## - wab 1 0.0000000072756 70
## <none> 0.0000000042139 72## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=70
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + twoPper + twoPperD + threePper + threePperD +
## Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpAstper 1 0.0000000042587 68
## - PPPOff 1 0.0000000042835 68
## - Orebper 1 0.0000000042887 68
## - EffHgt 1 0.0000000043222 68
## - PPPDef 1 0.0000000043256 68
## - TOVper 1 0.0000000043379 68
## - nc_fut_sos 1 0.0000000043479 68
## - twoPperD 1 0.0000000043702 68
## - FTRateD 1 0.0000000043749 68
## - Exp 1 0.0000000043813 68
## - adj_d_rk 1 0.0000000043828 68
## - threePRateD 1 0.0000000043833 68
## - eFG 1 0.0000000043836 68
## - FTRate 1 0.0000000044091 68
## - threePperD 1 0.0000000044580 68
## - eFGD. 1 0.0000000044600 68
## - OpORebper 1 0.0000000044650 68
## - Ftper 1 0.0000000044749 68
## - threePRate 1 0.0000000044884 68
## - TOVperD 1 0.0000000045053 68
## - nc_elite_sos 1 0.0000000046155 68
## - Astper 1 0.0000000046270 68
## - threePper 1 0.0000000046506 68
## - Adj.T 1 0.0000000046676 68
## - twoPper 1 0.0000000047251 68
## - adj_t_rk 1 0.0000000047876 68
## - Blkedper 1 0.0000000048538 68
## - adj_o_rk 1 0.0000000049469 68
## - adj_t 1 0.0000000049867 68
## - adj_d 1 0.0000000050112 68
## - AvgHgt 1 0.0000000050462 68
## - ov_elite_sos 1 0.0000000061173 68
## - barthag 1 0.0000000061996 68
## - wab 1 0.0000000072764 68
## <none> 0.0000000042325 70## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=68
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + twoPper + twoPperD + threePper + threePperD +
## Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Ftper + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - PPPDef 1 0.0000000043331 66
## - EffHgt 1 0.0000000043740 66
## - FTRateD 1 0.0000000043808 66
## - Orebper 1 0.0000000043811 66
## - twoPperD 1 0.0000000043864 66
## - eFG 1 0.0000000043878 66
## - PPPOff 1 0.0000000043893 66
## - nc_fut_sos 1 0.0000000043981 66
## - FTRate 1 0.0000000044179 66
## - adj_d_rk 1 0.0000000044398 66
## - Exp 1 0.0000000044533 66
## - TOVper 1 0.0000000044707 66
## - threePperD 1 0.0000000044770 66
## - eFGD. 1 0.0000000044799 66
## - threePRate 1 0.0000000044895 66
## - OpORebper 1 0.0000000045173 66
## - TOVperD 1 0.0000000045980 66
## - Astper 1 0.0000000046303 66
## - Ftper 1 0.0000000046445 66
## - nc_elite_sos 1 0.0000000046463 66
## - Adj.T 1 0.0000000046649 66
## - threePRateD 1 0.0000000047019 66
## - threePper 1 0.0000000047369 66
## - twoPper 1 0.0000000048062 66
## - Blkedper 1 0.0000000048973 66
## - adj_t_rk 1 0.0000000049455 66
## - adj_o_rk 1 0.0000000050209 66
## - adj_t 1 0.0000000050295 66
## - adj_d 1 0.0000000050579 66
## - AvgHgt 1 0.0000000050782 66
## - barthag 1 0.0000000062117 66
## - ov_elite_sos 1 0.0000000062341 66
## - wab 1 0.0000000076339 66
## <none> 0.0000000042587 68## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=66
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + twoPper + twoPperD + threePper + threePperD +
## Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Ftper + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFG 1 0.0000000043920 64
## - nc_fut_sos 1 0.0000000044236 64
## - EffHgt 1 0.0000000044250 64
## - PPPOff 1 0.0000000044532 64
## - Exp 1 0.0000000044550 64
## - twoPperD 1 0.0000000044624 64
## - Orebper 1 0.0000000044654 64
## - FTRate 1 0.0000000045056 64
## - FTRateD 1 0.0000000045113 64
## - threePRate 1 0.0000000045145 64
## - adj_d_rk 1 0.0000000045154 64
## - TOVper 1 0.0000000045321 64
## - threePperD 1 0.0000000045329 64
## - eFGD. 1 0.0000000045602 64
## - Astper 1 0.0000000046328 64
## - nc_elite_sos 1 0.0000000046491 64
## - Adj.T 1 0.0000000046621 64
## - Ftper 1 0.0000000046780 64
## - threePper 1 0.0000000047767 64
## - threePRateD 1 0.0000000048304 64
## - OpORebper 1 0.0000000048857 64
## - twoPper 1 0.0000000049009 64
## - Blkedper 1 0.0000000049317 64
## - adj_t_rk 1 0.0000000049523 64
## - adj_o_rk 1 0.0000000050292 64
## - adj_t 1 0.0000000050421 64
## - TOVperD 1 0.0000000051387 64
## - AvgHgt 1 0.0000000051583 64
## - adj_d 1 0.0000000053112 64
## - barthag 1 0.0000000062223 64
## - ov_elite_sos 1 0.0000000065631 64
## - wab 1 0.0000000077110 64
## <none> 0.0000000043331 66## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=64
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## twoPper + twoPperD + threePper + threePperD + Blkedper +
## Astper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Ftper + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRate 1 0.0000000045191 62
## - nc_fut_sos 1 0.0000000045206 62
## - twoPperD 1 0.0000000045215 62
## - FTRateD 1 0.0000000045501 62
## - threePRate 1 0.0000000045761 62
## - threePperD 1 0.0000000045970 62
## - eFGD. 1 0.0000000046246 62
## - Adj.T 1 0.0000000046895 62
## - EffHgt 1 0.0000000046908 62
## - adj_d_rk 1 0.0000000047010 62
## - nc_elite_sos 1 0.0000000047406 62
## - Exp 1 0.0000000047482 62
## - PPPOff 1 0.0000000047616 62
## - Orebper 1 0.0000000047717 62
## - threePper 1 0.0000000048358 62
## - Astper 1 0.0000000048796 62
## - Ftper 1 0.0000000049004 62
## - TOVper 1 0.0000000049102 62
## - OpORebper 1 0.0000000049314 62
## - twoPper 1 0.0000000049438 62
## - Blkedper 1 0.0000000049933 62
## - threePRateD 1 0.0000000050395 62
## - adj_t 1 0.0000000051151 62
## - adj_o_rk 1 0.0000000051331 62
## - adj_t_rk 1 0.0000000051373 62
## - TOVperD 1 0.0000000052031 62
## - adj_d 1 0.0000000053559 62
## - AvgHgt 1 0.0000000055849 62
## - ov_elite_sos 1 0.0000000066916 62
## - barthag 1 0.0000000067558 62
## - wab 1 0.0000000078879 62
## <none> 0.0000000043920 64## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=62
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## twoPper + twoPperD + threePper + threePperD + Blkedper +
## Astper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Ftper + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRateD 1 0.0000000045771 60
## - nc_fut_sos 1 0.0000000045801 60
## - threePRate 1 0.0000000045841 60
## - twoPperD 1 0.0000000046620 60
## - Adj.T 1 0.0000000046915 60
## - adj_d_rk 1 0.0000000047033 60
## - Exp 1 0.0000000047613 60
## - nc_elite_sos 1 0.0000000047751 60
## - EffHgt 1 0.0000000047901 60
## - threePperD 1 0.0000000048160 60
## - eFGD. 1 0.0000000048324 60
## - OpORebper 1 0.0000000050759 60
## - adj_o_rk 1 0.0000000051334 60
## - threePRateD 1 0.0000000051732 60
## - adj_t 1 0.0000000051809 60
## - Ftper 1 0.0000000052920 60
## - PPPOff 1 0.0000000053641 60
## - Orebper 1 0.0000000053730 60
## - Blkedper 1 0.0000000055414 60
## - adj_t_rk 1 0.0000000055776 60
## - AvgHgt 1 0.0000000055831 60
## - TOVperD 1 0.0000000055908 60
## - twoPper 1 0.0000000057390 60
## - Astper 1 0.0000000057400 60
## - TOVper 1 0.0000000059035 60
## - threePper 1 0.0000000059192 60
## - adj_d 1 0.0000000062029 60
## - ov_elite_sos 1 0.0000000067729 60
## - barthag 1 0.0000000068775 60
## - wab 1 0.0000000092345 60
## <none> 0.0000000045191 62## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=60
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFGD. + TOVper + TOVperD + Orebper + OpORebper + twoPper +
## twoPperD + threePper + threePperD + Blkedper + Astper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_fut_sos 1 0.0000000046042 58
## - threePRate 1 0.0000000046700 58
## - twoPperD 1 0.0000000046952 58
## - adj_d_rk 1 0.0000000047378 58
## - Adj.T 1 0.0000000047395 58
## - Exp 1 0.0000000047713 58
## - nc_elite_sos 1 0.0000000048005 58
## - EffHgt 1 0.0000000048389 58
## - threePperD 1 0.0000000048586 58
## - eFGD. 1 0.0000000048633 58
## - OpORebper 1 0.0000000050862 58
## - adj_o_rk 1 0.0000000051468 58
## - adj_t 1 0.0000000052190 58
## - Ftper 1 0.0000000053365 58
## - threePRateD 1 0.0000000053449 58
## - PPPOff 1 0.0000000054174 58
## - Orebper 1 0.0000000054356 58
## - TOVperD 1 0.0000000055933 58
## - adj_t_rk 1 0.0000000056444 58
## - AvgHgt 1 0.0000000057047 58
## - twoPper 1 0.0000000057656 58
## - Astper 1 0.0000000058236 58
## - Blkedper 1 0.0000000058288 58
## - threePper 1 0.0000000059390 58
## - TOVper 1 0.0000000059444 58
## - adj_d 1 0.0000000062315 58
## - ov_elite_sos 1 0.0000000067921 58
## - barthag 1 0.0000000069094 58
## - wab 1 0.0000000093104 58
## <none> 0.0000000045771 60## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=58
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_elite_sos + ov_elite_sos + eFGD. + TOVper +
## TOVperD + Orebper + OpORebper + twoPper + twoPperD + threePper +
## threePperD + Blkedper + Astper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPperD 1 0.0000000047115 56
## - EffHgt 1 0.0000000048433 56
## - Exp 1 0.0000000048723 56
## - threePRate 1 0.0000000048807 56
## - Adj.T 1 0.0000000048947 56
## - eFGD. 1 0.0000000048997 56
## - threePperD 1 0.0000000049036 56
## - nc_elite_sos 1 0.0000000049076 56
## - adj_d_rk 1 0.0000000049312 56
## - OpORebper 1 0.0000000050883 56
## - adj_o_rk 1 0.0000000051669 56
## - adj_t 1 0.0000000052259 56
## - Orebper 1 0.0000000055570 56
## - PPPOff 1 0.0000000055793 56
## - TOVperD 1 0.0000000056245 56
## - AvgHgt 1 0.0000000057405 56
## - twoPper 1 0.0000000058625 56
## - Ftper 1 0.0000000058707 56
## - Blkedper 1 0.0000000059121 56
## - threePRateD 1 0.0000000060015 56
## - TOVper 1 0.0000000060690 56
## - adj_d 1 0.0000000062548 56
## - threePper 1 0.0000000063160 56
## - Astper 1 0.0000000063760 56
## - adj_t_rk 1 0.0000000066299 56
## - ov_elite_sos 1 0.0000000068097 56
## - barthag 1 0.0000000075589 56
## - wab 1 0.0000000094775 56
## <none> 0.0000000046042 58## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=56
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_elite_sos + ov_elite_sos + eFGD. + TOVper +
## TOVperD + Orebper + OpORebper + twoPper + threePper + threePperD +
## Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Ftper + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d_rk 1 0.0000000049651 54
## - OpORebper 1 0.0000000050923 54
## - Adj.T 1 0.0000000051048 54
## - adj_o_rk 1 0.0000000051759 54
## - nc_elite_sos 1 0.0000000052196 54
## - EffHgt 1 0.0000000052235 54
## - Exp 1 0.0000000052577 54
## - threePRate 1 0.0000000052682 54
## - PPPOff 1 0.0000000056033 54
## - TOVperD 1 0.0000000056727 54
## - adj_t 1 0.0000000057122 54
## - Orebper 1 0.0000000057313 54
## - AvgHgt 1 0.0000000057676 54
## - eFGD. 1 0.0000000057750 54
## - Blkedper 1 0.0000000059446 54
## - threePRateD 1 0.0000000059974 54
## - Ftper 1 0.0000000060519 54
## - twoPper 1 0.0000000060854 54
## - threePper 1 0.0000000063400 54
## - TOVper 1 0.0000000064037 54
## - threePperD 1 0.0000000064076 54
## - Astper 1 0.0000000064178 54
## - adj_d 1 0.0000000064962 54
## - adj_t_rk 1 0.0000000067480 54
## - barthag 1 0.0000000075835 54
## - ov_elite_sos 1 0.0000000082150 54
## - wab 1 0.0000000114843 54
## <none> 0.0000000047115 56## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=54
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + nc_elite_sos + ov_elite_sos + eFGD. + TOVper + TOVperD +
## Orebper + OpORebper + twoPper + threePper + threePperD +
## Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Ftper + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Adj.T 1 0.0000000051762 52
## - adj_o_rk 1 0.0000000052042 52
## - OpORebper 1 0.0000000052611 52
## - nc_elite_sos 1 0.0000000053336 52
## - Exp 1 0.0000000053624 52
## - threePRate 1 0.0000000055451 52
## - PPPOff 1 0.0000000056121 52
## - Orebper 1 0.0000000057303 52
## - eFGD. 1 0.0000000058382 52
## - adj_t 1 0.0000000059113 52
## - EffHgt 1 0.0000000059639 52
## - AvgHgt 1 0.0000000060312 52
## - threePRateD 1 0.0000000060318 52
## - Ftper 1 0.0000000060517 52
## - twoPper 1 0.0000000060840 52
## - Blkedper 1 0.0000000061027 52
## - TOVperD 1 0.0000000061680 52
## - threePper 1 0.0000000063381 52
## - TOVper 1 0.0000000064402 52
## - threePperD 1 0.0000000064844 52
## - Astper 1 0.0000000067039 52
## - adj_d 1 0.0000000071256 52
## - adj_t_rk 1 0.0000000076439 52
## - barthag 1 0.0000000083263 52
## - ov_elite_sos 1 0.0000000085920 52
## - wab 1 0.0000000117225 52
## <none> 0.0000000049651 54## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=52
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + nc_elite_sos + ov_elite_sos + eFGD. + TOVper + TOVperD +
## Orebper + OpORebper + twoPper + threePper + threePperD +
## Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt +
## Exp + Ftper + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_elite_sos 1 0.0000000054464 50
## - adj_o_rk 1 0.0000000054801 50
## - PPPOff 1 0.0000000056141 50
## - Exp 1 0.0000000057121 50
## - Orebper 1 0.0000000057336 50
## - OpORebper 1 0.0000000058569 50
## - EffHgt 1 0.0000000060169 50
## - threePRateD 1 0.0000000060577 50
## - eFGD. 1 0.0000000060751 50
## - Blkedper 1 0.0000000060797 50
## - twoPper 1 0.0000000060879 50
## - threePRate 1 0.0000000061026 50
## - AvgHgt 1 0.0000000061414 50
## - Ftper 1 0.0000000062891 50
## - threePper 1 0.0000000063422 50
## - TOVper 1 0.0000000064402 50
## - threePperD 1 0.0000000065849 50
## - TOVperD 1 0.0000000066825 50
## - Astper 1 0.0000000068951 50
## - adj_t 1 0.0000000075381 50
## - adj_t_rk 1 0.0000000076230 50
## - adj_d 1 0.0000000084430 50
## - ov_elite_sos 1 0.0000000087427 50
## - barthag 1 0.0000000088691 50
## - wab 1 0.0000000130794 50
## <none> 0.0000000051762 52## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=50
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + eFGD. + TOVper + TOVperD + Orebper +
## OpORebper + twoPper + threePper + threePperD + Blkedper +
## Astper + threePRate + threePRateD + AvgHgt + EffHgt + Exp +
## Ftper + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - PPPOff 1 0.0000000056532 48
## - Orebper 1 0.0000000058059 48
## - OpORebper 1 0.0000000058709 48
## - Exp 1 0.0000000060488 48
## - twoPper 1 0.0000000060515 48
## - eFGD. 1 0.0000000060704 48
## - EffHgt 1 0.0000000061245 48
## - adj_o_rk 1 0.0000000063248 48
## - threePper 1 0.0000000063412 48
## - Ftper 1 0.0000000063425 48
## - TOVper 1 0.0000000064295 48
## - Blkedper 1 0.0000000064765 48
## - threePRate 1 0.0000000064880 48
## - AvgHgt 1 0.0000000065186 48
## - threePRateD 1 0.0000000065526 48
## - TOVperD 1 0.0000000066781 48
## - threePperD 1 0.0000000069329 48
## - Astper 1 0.0000000073351 48
## - adj_t 1 0.0000000077623 48
## - adj_t_rk 1 0.0000000078936 48
## - adj_d 1 0.0000000084803 48
## - ov_elite_sos 1 0.0000000098098 48
## - barthag 1 0.0000000109408 48
## - wab 1 0.0000000140680 48
## <none> 0.0000000054464 50## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=48
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + eFGD. + TOVper + TOVperD + Orebper +
## OpORebper + twoPper + threePper + threePperD + Blkedper +
## Astper + threePRate + threePRateD + AvgHgt + EffHgt + Exp +
## Ftper## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Orebper 1 0.0000000058339 46
## - OpORebper 1 0.0000000059093 46
## - eFGD. 1 0.0000000060895 46
## - EffHgt 1 0.0000000061415 46
## - Exp 1 0.0000000061548 46
## - twoPper 1 0.0000000063502 46
## - Ftper 1 0.0000000064429 46
## - adj_o_rk 1 0.0000000065193 46
## - threePRate 1 0.0000000065426 46
## - AvgHgt 1 0.0000000065473 46
## - threePRateD 1 0.0000000065730 46
## - TOVperD 1 0.0000000067389 46
## - Blkedper 1 0.0000000068035 46
## - threePper 1 0.0000000068045 46
## - threePperD 1 0.0000000069146 46
## - TOVper 1 0.0000000071110 46
## - Astper 1 0.0000000074203 46
## - adj_t_rk 1 0.0000000079046 46
## - adj_t 1 0.0000000079845 46
## - adj_d 1 0.0000000095554 46
## - ov_elite_sos 1 0.0000000098182 46
## - barthag 1 0.0000000110024 46
## - wab 1 0.0000000144435 46
## <none> 0.0000000056532 48## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=46
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + eFGD. + TOVper + TOVperD + OpORebper +
## twoPper + threePper + threePperD + Blkedper + Astper + threePRate +
## threePRateD + AvgHgt + EffHgt + Exp + Ftper## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpORebper 1 0.0000000059581 44
## - eFGD. 1 0.0000000061355 44
## - EffHgt 1 0.0000000063217 44
## - Ftper 1 0.0000000064649 44
## - twoPper 1 0.0000000065767 44
## - Exp 1 0.0000000067243 44
## - threePper 1 0.0000000068290 44
## - TOVperD 1 0.0000000068779 44
## - AvgHgt 1 0.0000000069887 44
## - adj_o_rk 1 0.0000000070088 44
## - threePperD 1 0.0000000070154 44
## - Blkedper 1 0.0000000073587 44
## - TOVper 1 0.0000000073675 44
## - threePRateD 1 0.0000000076513 44
## - threePRate 1 0.0000000078901 44
## - Astper 1 0.0000000079213 44
## - adj_d 1 0.0000000095826 44
## - adj_t 1 0.0000000100146 44
## - ov_elite_sos 1 0.0000000106333 44
## - adj_t_rk 1 0.0000000107537 44
## - barthag 1 0.0000000110222 44
## - wab 1 0.0000000196216 44
## <none> 0.0000000058339 46## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=44
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + eFGD. + TOVper + TOVperD + twoPper +
## threePper + threePperD + Blkedper + Astper + threePRate +
## threePRateD + AvgHgt + EffHgt + Exp + Ftper## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFGD. 1 0.0000000062692 42
## - EffHgt 1 0.0000000067215 42
## - Ftper 1 0.0000000067589 42
## - Exp 1 0.0000000067778 42
## - threePperD 1 0.0000000070029 42
## - adj_o_rk 1 0.0000000070093 42
## - TOVperD 1 0.0000000071105 42
## - twoPper 1 0.0000000072406 42
## - TOVper 1 0.0000000074569 42
## - AvgHgt 1 0.0000000075387 42
## - Blkedper 1 0.0000000075708 42
## - threePRate 1 0.0000000079786 42
## - Astper 1 0.0000000083566 42
## - threePRateD 1 0.0000000086554 42
## - threePper 1 0.0000000087638 42
## - adj_t 1 0.0000000101420 42
## - adj_t_rk 1 0.0000000108399 42
## - barthag 1 0.0000000112655 42
## - ov_elite_sos 1 0.0000000123792 42
## - adj_d 1 0.0000000130447 42
## - wab 1 0.0000000200647 42
## <none> 0.0000000059581 44## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=42
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + TOVper + TOVperD + twoPper + threePper +
## threePperD + Blkedper + Astper + threePRate + threePRateD +
## AvgHgt + EffHgt + Exp + Ftper## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EffHgt 1 0.0000000070010 40
## - Ftper 1 0.0000000070637 40
## - threePperD 1 0.0000000070714 40
## - adj_o_rk 1 0.0000000071870 40
## - TOVperD 1 0.0000000072749 40
## - TOVper 1 0.0000000074400 40
## - Blkedper 1 0.0000000075985 40
## - Exp 1 0.0000000077204 40
## - twoPper 1 0.0000000078132 40
## - AvgHgt 1 0.0000000081334 40
## - threePRate 1 0.0000000084929 40
## - threePRateD 1 0.0000000087363 40
## - threePper 1 0.0000000090978 40
## - Astper 1 0.0000000093533 40
## - adj_t 1 0.0000000105286 40
## - adj_t_rk 1 0.0000000108850 40
## - ov_elite_sos 1 0.0000000124996 40
## - adj_d 1 0.0000000131491 40
## - barthag 1 0.0000000135937 40
## - wab 1 0.0000000204539 40
## <none> 0.0000000062692 42## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=40
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + TOVper + TOVperD + twoPper + threePper +
## threePperD + Blkedper + Astper + threePRate + threePRateD +
## AvgHgt + Exp + Ftper## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePperD 1 0.0000000071404 38
## - TOVperD 1 0.0000000074184 38
## - Ftper 1 0.0000000076332 38
## - adj_o_rk 1 0.0000000080236 38
## - TOVper 1 0.0000000082230 38
## - AvgHgt 1 0.0000000084701 38
## - twoPper 1 0.0000000084936 38
## - Blkedper 1 0.0000000090959 38
## - threePRate 1 0.0000000091139 38
## - threePper 1 0.0000000091243 38
## - Exp 1 0.0000000094129 38
## - Astper 1 0.0000000099640 38
## - threePRateD 1 0.0000000104078 38
## - adj_t 1 0.0000000114256 38
## - adj_t_rk 1 0.0000000133735 38
## - adj_d 1 0.0000000134280 38
## - ov_elite_sos 1 0.0000000136845 38
## - barthag 1 0.0000000147647 38
## - wab 1 0.0000000227251 38
## <none> 0.0000000070010 40## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=38
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + TOVper + TOVperD + twoPper + threePper +
## Blkedper + Astper + threePRate + threePRateD + AvgHgt + Exp +
## Ftper## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - TOVperD 1 0.0000000077323 36
## - Ftper 1 0.0000000080501 36
## - TOVper 1 0.0000000084739 36
## - adj_o_rk 1 0.0000000084971 36
## - twoPper 1 0.0000000086366 36
## - AvgHgt 1 0.0000000091492 36
## - threePper 1 0.0000000092242 36
## - Exp 1 0.0000000094939 36
## - Blkedper 1 0.0000000100910 36
## - threePRate 1 0.0000000105849 36
## - Astper 1 0.0000000119347 36
## - threePRateD 1 0.0000000123153 36
## - adj_t 1 0.0000000129320 36
## - adj_t_rk 1 0.0000000141891 36
## - barthag 1 0.0000000155943 36
## - adj_d 1 0.0000000162328 36
## - ov_elite_sos 1 0.0000000178169 36
## - wab 1 0.0000000229304 36
## <none> 0.0000000071404 38## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=36
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + TOVper + twoPper + threePper + Blkedper +
## Astper + threePRate + threePRateD + AvgHgt + Exp + Ftper## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Ftper 1 0.0000000088023 34
## - adj_o_rk 1 0.0000000089852 34
## - threePper 1 0.0000000092958 34
## - TOVper 1 0.0000000093031 34
## - twoPper 1 0.0000000094806 34
## - Exp 1 0.0000000102498 34
## - AvgHgt 1 0.0000000106646 34
## - threePRate 1 0.0000000107876 34
## - Blkedper 1 0.0000000114747 34
## - Astper 1 0.0000000119792 34
## - adj_t 1 0.0000000150590 34
## - threePRateD 1 0.0000000160462 34
## - barthag 1 0.0000000165384 34
## - ov_elite_sos 1 0.0000000179266 34
## - adj_d 1 0.0000000182491 34
## - adj_t_rk 1 0.0000000215879 34
## - wab 1 0.0000000229672 34
## <none> 0.0000000077323 36## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=34
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + TOVper + twoPper + threePper + Blkedper +
## Astper + threePRate + threePRateD + AvgHgt + Exp## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePper 1 0.000000009458 32
## - twoPper 1 0.000000009489 32
## - TOVper 1 0.000000010577 32
## - Exp 1 0.000000010984 32
## - threePRate 1 0.000000012334 32
## - Blkedper 1 0.000000012926 32
## - AvgHgt 1 0.000000013772 32
## - Astper 1 0.000000013838 32
## - adj_o_rk 1 0.000000014004 32
## - threePRateD 1 0.000000017495 32
## - adj_t 1 0.000000018687 32
## - ov_elite_sos 1 0.000000019641 32
## - adj_d 1 0.000000024008 32
## - barthag 1 0.000000025449 32
## - wab 1 0.000000028231 32
## - adj_t_rk 1 0.000000047031 32
## <none> 0.000000008802 34## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=32
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + TOVper + twoPper + Blkedper + Astper +
## threePRate + threePRateD + AvgHgt + Exp## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPper 1 0.000000009719 30
## - Exp 1 0.000000011531 30
## - TOVper 1 0.000000011808 30
## - threePRate 1 0.000000013845 30
## - AvgHgt 1 0.000000014563 30
## - Blkedper 1 0.000000015238 30
## - Astper 1 0.000000015599 30
## - adj_o_rk 1 0.000000016101 30
## - threePRateD 1 0.000000019940 30
## - adj_t 1 0.000000023456 30
## - barthag 1 0.000000025664 30
## - ov_elite_sos 1 0.000000028251 30
## - wab 1 0.000000028374 30
## - adj_d 1 0.000000029281 30
## - adj_t_rk 1 0.000000061537 30
## <none> 0.000000009458 32## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=30
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + TOVper + Blkedper + Astper + threePRate +
## threePRateD + AvgHgt + Exp## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - TOVper 1 0.000000011902 28
## - Exp 1 0.000000012087 28
## - AvgHgt 1 0.000000014647 28
## - Blkedper 1 0.000000016660 28
## - adj_o_rk 1 0.000000017897 28
## - Astper 1 0.000000019157 28
## - threePRate 1 0.000000019434 28
## - threePRateD 1 0.000000020324 28
## - barthag 1 0.000000025667 28
## - ov_elite_sos 1 0.000000028739 28
## - adj_t 1 0.000000030844 28
## - adj_d 1 0.000000038311 28
## - wab 1 0.000000045673 28
## - adj_t_rk 1 0.000000067041 28
## <none> 0.000000009719 30## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=28
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + Blkedper + Astper + threePRate + threePRateD +
## AvgHgt + Exp## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Exp 1 0.000000013933 26
## - AvgHgt 1 0.000000016682 26
## - Blkedper 1 0.000000017982 26
## - adj_o_rk 1 0.000000018121 26
## - threePRate 1 0.000000021551 26
## - Astper 1 0.000000021615 26
## - ov_elite_sos 1 0.000000029065 26
## - barthag 1 0.000000030270 26
## - threePRateD 1 0.000000032858 26
## - adj_t 1 0.000000037676 26
## - adj_d 1 0.000000039168 26
## - wab 1 0.000000048612 26
## - adj_t_rk 1 0.000000086073 26
## <none> 0.000000011902 28## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=26
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + Blkedper + Astper + threePRate + threePRateD +
## AvgHgt## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkedper 1 0.000000018101 24
## - adj_o_rk 1 0.000000020655 24
## - threePRate 1 0.000000022225 24
## - AvgHgt 1 0.000000025681 24
## - Astper 1 0.000000027536 24
## - barthag 1 0.000000035078 24
## - adj_t 1 0.000000047842 24
## - adj_d 1 0.000000053132 24
## - threePRateD 1 0.000000065638 24
## - wab 1 0.000000079731 24
## - ov_elite_sos 1 0.000000103547 24
## - adj_t_rk 1 0.000000124992 24
## <none> 0.000000013933 26## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=24
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + Astper + threePRate + threePRateD +
## AvgHgt## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRate 1 0.00000002218 22
## - adj_o_rk 1 0.00000002777 22
## - Astper 1 0.00000004069 22
## - AvgHgt 1 0.00000004307 22
## - barthag 1 0.00000004515 22
## - adj_d 1 0.00000007614 22
## - wab 1 0.00000013823 22
## - threePRateD 1 0.00000022483 22
## - adj_t 1 0.00000024288 22
## - adj_t_rk 1 0.00000092227 22
## - ov_elite_sos 1 0.00000102362 22
## <none> 0.00000001810 24## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=22
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + Astper + threePRateD + AvgHgt## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o_rk 1 0.000 20.000
## - barthag 1 0.000 20.000
## - Astper 1 0.000 20.000
## - AvgHgt 1 0.000 20.000
## - adj_d 1 0.000 20.000
## - adj_t 1 0.000 20.000
## - threePRateD 1 0.000 20.000
## - ov_elite_sos 1 0.000 20.000
## - adj_t_rk 1 0.000 20.000
## <none> 0.000 22.000
## - wab 1 17.554 37.554## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=20
## conf_winner ~ barthag + adj_d + adj_t + adj_t_rk + wab + ov_elite_sos +
## Astper + threePRateD + AvgHgt## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag 1 0.000 18.000
## - Astper 1 0.000 18.000
## - adj_d 1 0.000 18.000
## - AvgHgt 1 0.000 18.000
## - adj_t 1 0.000 18.000
## - threePRateD 1 0.000 18.000
## <none> 0.000 20.000
## - adj_t_rk 1 10.300 28.300
## - ov_elite_sos 1 18.294 36.294
## - wab 1 26.447 44.447## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=18
## conf_winner ~ adj_d + adj_t + adj_t_rk + wab + ov_elite_sos +
## Astper + threePRateD + AvgHgt## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d 1 0.000 16.000
## - Astper 1 0.000 16.000
## - AvgHgt 1 0.000 16.000
## - adj_t 1 0.000 16.000
## <none> 0.000 18.000
## - adj_t_rk 1 11.143 27.143
## - threePRateD 1 11.579 27.579
## - ov_elite_sos 1 21.085 37.085
## - wab 1 34.906 50.906## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=16
## conf_winner ~ adj_t + adj_t_rk + wab + ov_elite_sos + Astper +
## threePRateD + AvgHgt## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## <none> 0.000 16.000
## - adj_t 1 6.873 20.873
## - adj_t_rk 1 11.728 25.728
## - Astper 1 12.589 26.589
## - threePRateD 1 13.428 27.428
## - AvgHgt 1 13.466 27.466
## - ov_elite_sos 1 21.104 35.104
## - wab 1 62.815 76.815summary(SEC_lm.backward)##
## Call:
## glm(formula = conf_winner ~ adj_t + adj_t_rk + wab + ov_elite_sos +
## Astper + threePRateD + AvgHgt, family = "binomial", data = SEC_train.df,
## na.action = na.exclude)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -14846.250 6308919.064 -0.002 0.998
## adj_t 24.427 28568.683 0.001 0.999
## adj_t_rk 1.075 856.606 0.001 0.999
## wab 96.830 9852.439 0.010 0.992
## ov_elite_sos -37.143 5780.657 -0.006 0.995
## Astper 15.506 7834.578 0.002 0.998
## threePRateD -24.310 2258.018 -0.011 0.991
## AvgHgt 175.581 52182.620 0.003 0.997
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 81.63961944752 on 170 degrees of freedom
## Residual deviance: 0.00000030431 on 163 degrees of freedom
## AIC: 16
##
## Number of Fisher Scoring iterations: 25#accuracy
SEC.lm.back.pred <- predict(SEC_lm.backward, SEC_valid.df, na.action = na.pass)
accuracy(SEC.lm.back.pred, SEC_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set 643.3614 813.6019 701.1438 NaN InfBased on the backward selection, it is important to note that the variables selected from our function are adj_t, adj_t_rk, wab, ov_elite_sos, Astper,threePRateD, AvgHgt. As stated before, positive coefficients increase the likelihood of being a conference winner while negative coefficients decrease the likelihood of being a conference winner. None of the coefficients for the predictors are statistically significant, as indicated by the p-values (all greater than 0.05). The AIC is 16 which is very low, providing a measure of model fit. A lower AIC indicates a better-fitting model. The intercept has a very large negative value, indicating an extreme estimate. This could be a result of multicollinearity or other issues in model estimation.
Forward Selection
SEC.lm.null <- lm(conf_winner ~ 1, data = SEC_train.df, na.action = na.exclude)
SEC.lm.forward <- step(SEC.lm.null, direction = 'forward', scope = list(lower = SEC.lm.null, upper = SEC.lm))## Start: AIC=-478.55
## conf_winner ~ 1
##
## Df Sum of Sq RSS AIC
## + wab 1 2.64944 7.6430 -527.45
## + PPPDef 1 1.82512 8.4673 -509.93
## + adj_d 1 1.78883 8.5036 -509.20
## + eFGD. 1 1.45744 8.8350 -502.66
## + PPPOff 1 1.28305 9.0094 -499.32
## + adj_o 1 1.06480 9.2276 -495.23
## + barthag 1 1.04966 9.2427 -494.95
## + barthag_rk 1 0.97773 9.3147 -493.62
## + twoPperD 1 0.97595 9.3164 -493.59
## + threePperD 1 0.90239 9.3900 -492.25
## + adj_d_rk 1 0.81924 9.4732 -490.74
## + OpAstper 1 0.77801 9.5144 -489.99
## + adj_o_rk 1 0.72041 9.5720 -488.96
## + eFG 1 0.71211 9.5803 -488.81
## + Talent 1 0.69934 9.5931 -488.59
## + EffHgt 1 0.48396 9.8084 -484.79
## + threePper 1 0.47190 9.8205 -484.58
## + Orebper 1 0.46388 9.8285 -484.44
## + AvgHgt 1 0.43126 9.8611 -483.87
## + Blkper 1 0.42956 9.8628 -483.84
## + twoPper 1 0.41863 9.8738 -483.65
## + nc_elite_sos 1 0.40703 9.8854 -483.45
## + nc_fut_sos 1 0.34996 9.9424 -482.47
## + nc_cur_sos 1 0.34996 9.9424 -482.47
## + threePRateD 1 0.34089 9.9515 -482.31
## + ov_fut_sos 1 0.25250 10.0399 -480.80
## + ov_cur_sos 1 0.25250 10.0399 -480.80
## + TOVper 1 0.24583 10.0466 -480.69
## + FTRateD 1 0.22941 10.0630 -480.41
## + Blkedper 1 0.22855 10.0638 -480.39
## + OpORebper 1 0.18686 10.1055 -479.69
## + Op.Ftper 1 0.17446 10.1179 -479.48
## + ov_elite_sos 1 0.13778 10.1546 -478.86
## + Astper 1 0.13582 10.1566 -478.83
## + Ftper 1 0.12359 10.1688 -478.62
## <none> 10.2924 -478.55
## + EliteSOS 1 0.10867 10.1837 -478.37
## + Exp 1 0.10835 10.1840 -478.36
## + FTRate 1 0.03906 10.2533 -477.20
## + threePRate 1 0.02025 10.2721 -476.89
## + TOVperD 1 0.00373 10.2887 -476.62
## + adj_t 1 0.00309 10.2893 -476.61
## + RawT 1 0.00063 10.2918 -476.56
## + Adj.T 1 0.00051 10.2919 -476.56
## + adj_t_rk 1 0.00000 10.2924 -476.55
##
## Step: AIC=-527.45
## conf_winner ~ wab
##
## Df Sum of Sq RSS AIC
## + barthag_rk 1 0.90726 6.7357 -547.06
## + barthag 1 0.84540 6.7976 -545.49
## + adj_o_rk 1 0.31295 7.3300 -532.60
## + PPPDef 1 0.19453 7.4484 -529.86
## + Op.Ftper 1 0.16649 7.4765 -529.21
## + Exp 1 0.16137 7.4816 -529.10
## + EliteSOS 1 0.14508 7.4979 -528.72
## + threePperD 1 0.13943 7.5035 -528.60
## + threePRateD 1 0.13898 7.5040 -528.59
## + adj_o 1 0.12747 7.5155 -528.32
## + eFGD. 1 0.12707 7.5159 -528.31
## + adj_d 1 0.12497 7.5180 -528.27
## + ov_elite_sos 1 0.12003 7.5229 -528.15
## + EffHgt 1 0.10609 7.5369 -527.84
## + Blkedper 1 0.09039 7.5526 -527.48
## <none> 7.6430 -527.45
## + twoPper 1 0.06515 7.5778 -526.91
## + OpAstper 1 0.06022 7.5827 -526.80
## + ov_fut_sos 1 0.05722 7.5857 -526.73
## + ov_cur_sos 1 0.05722 7.5857 -526.73
## + eFG 1 0.04217 7.6008 -526.39
## + twoPperD 1 0.04145 7.6015 -526.38
## + PPPOff 1 0.03714 7.6058 -526.28
## + TOVper 1 0.03466 7.6083 -526.22
## + Astper 1 0.03445 7.6085 -526.22
## + adj_d_rk 1 0.02961 7.6134 -526.11
## + threePRate 1 0.02503 7.6179 -526.01
## + Orebper 1 0.02465 7.6183 -526.00
## + RawT 1 0.01859 7.6244 -525.86
## + Adj.T 1 0.01680 7.6262 -525.82
## + AvgHgt 1 0.01371 7.6293 -525.75
## + FTRateD 1 0.01246 7.6305 -525.73
## + Talent 1 0.00939 7.6336 -525.66
## + adj_t_rk 1 0.00775 7.6352 -525.62
## + nc_fut_sos 1 0.00761 7.6354 -525.62
## + nc_cur_sos 1 0.00761 7.6354 -525.62
## + adj_t 1 0.00744 7.6355 -525.61
## + threePper 1 0.00342 7.6395 -525.52
## + FTRate 1 0.00098 7.6420 -525.47
## + Blkper 1 0.00080 7.6422 -525.47
## + Ftper 1 0.00041 7.6426 -525.46
## + nc_elite_sos 1 0.00003 7.6429 -525.45
## + OpORebper 1 0.00000 7.6430 -525.45
## + TOVperD 1 0.00000 7.6430 -525.45
##
## Step: AIC=-547.06
## conf_winner ~ wab + barthag_rk
##
## Df Sum of Sq RSS AIC
## + adj_d 1 0.38773 6.3480 -555.19
## + PPPDef 1 0.34302 6.3927 -553.99
## + eFGD. 1 0.33576 6.3999 -553.80
## + threePRateD 1 0.25390 6.4818 -551.63
## + threePperD 1 0.18755 6.5482 -549.88
## + twoPperD 1 0.18250 6.5532 -549.75
## + Exp 1 0.16036 6.5753 -549.18
## + OpAstper 1 0.15512 6.5806 -549.04
## + Astper 1 0.12480 6.6109 -548.25
## + EffHgt 1 0.10465 6.6310 -547.73
## + Talent 1 0.09528 6.6404 -547.49
## <none> 6.7357 -547.06
## + Op.Ftper 1 0.05909 6.6766 -546.56
## + adj_d_rk 1 0.05312 6.6826 -546.41
## + OpORebper 1 0.04791 6.6878 -546.28
## + EliteSOS 1 0.04648 6.6892 -546.24
## + AvgHgt 1 0.04460 6.6911 -546.19
## + adj_t_rk 1 0.04047 6.6952 -546.09
## + nc_elite_sos 1 0.03992 6.6958 -546.07
## + threePper 1 0.03955 6.6962 -546.06
## + nc_fut_sos 1 0.03545 6.7003 -545.96
## + nc_cur_sos 1 0.03545 6.7003 -545.96
## + ov_elite_sos 1 0.03367 6.7020 -545.91
## + Blkedper 1 0.03076 6.7049 -545.84
## + Adj.T 1 0.03008 6.7056 -545.82
## + RawT 1 0.02676 6.7089 -545.74
## + adj_t 1 0.02052 6.7152 -545.58
## + PPPOff 1 0.01746 6.7182 -545.50
## + Orebper 1 0.01248 6.7232 -545.37
## + TOVperD 1 0.01244 6.7233 -545.37
## + FTRate 1 0.01104 6.7247 -545.34
## + barthag 1 0.01102 6.7247 -545.34
## + threePRate 1 0.01004 6.7257 -545.31
## + eFG 1 0.00590 6.7298 -545.21
## + Blkper 1 0.00542 6.7303 -545.19
## + FTRateD 1 0.00519 6.7305 -545.19
## + adj_o_rk 1 0.00464 6.7311 -545.17
## + Ftper 1 0.00375 6.7320 -545.15
## + twoPper 1 0.00141 6.7343 -545.09
## + ov_fut_sos 1 0.00033 6.7354 -545.06
## + ov_cur_sos 1 0.00033 6.7354 -545.06
## + adj_o 1 0.00004 6.7357 -545.06
## + TOVper 1 0.00001 6.7357 -545.06
##
## Step: AIC=-555.19
## conf_winner ~ wab + barthag_rk + adj_d
##
## Df Sum of Sq RSS AIC
## + adj_o 1 0.69519 5.6528 -573.03
## + PPPOff 1 0.61946 5.7285 -570.75
## + adj_o_rk 1 0.46558 5.8824 -566.22
## + adj_d_rk 1 0.33606 6.0119 -562.49
## + eFG 1 0.17867 6.1693 -558.08
## + threePper 1 0.17035 6.1776 -557.84
## + threePRateD 1 0.14618 6.2018 -557.18
## + TOVperD 1 0.10947 6.2385 -556.17
## + Exp 1 0.10113 6.2469 -555.94
## + OpAstper 1 0.09353 6.2544 -555.73
## + Ftper 1 0.07689 6.2711 -555.28
## <none> 6.3480 -555.19
## + EffHgt 1 0.06832 6.2797 -555.04
## + Astper 1 0.06488 6.2831 -554.95
## + TOVper 1 0.05533 6.2926 -554.69
## + eFGD. 1 0.05474 6.2932 -554.67
## + Talent 1 0.04115 6.3068 -554.31
## + EliteSOS 1 0.03913 6.3088 -554.25
## + nc_fut_sos 1 0.03727 6.3107 -554.20
## + nc_cur_sos 1 0.03727 6.3107 -554.20
## + twoPper 1 0.03286 6.3151 -554.08
## + ov_elite_sos 1 0.03155 6.3164 -554.05
## + AvgHgt 1 0.02954 6.3184 -553.99
## + threePperD 1 0.02899 6.3190 -553.98
## + nc_elite_sos 1 0.02194 6.3260 -553.79
## + twoPperD 1 0.01889 6.3291 -553.70
## + Op.Ftper 1 0.01693 6.3310 -553.65
## + OpORebper 1 0.01464 6.3333 -553.59
## + Blkedper 1 0.01085 6.3371 -553.49
## + Orebper 1 0.00602 6.3420 -553.36
## + PPPDef 1 0.00546 6.3425 -553.34
## + FTRate 1 0.00409 6.3439 -553.30
## + FTRateD 1 0.00349 6.3445 -553.29
## + adj_t 1 0.00296 6.3450 -553.27
## + Blkper 1 0.00105 6.3469 -553.22
## + adj_t_rk 1 0.00100 6.3470 -553.22
## + RawT 1 0.00091 6.3471 -553.22
## + Adj.T 1 0.00057 6.3474 -553.21
## + threePRate 1 0.00013 6.3478 -553.20
## + ov_fut_sos 1 0.00011 6.3479 -553.20
## + ov_cur_sos 1 0.00011 6.3479 -553.20
## + barthag 1 0.00010 6.3479 -553.20
##
## Step: AIC=-573.03
## conf_winner ~ wab + barthag_rk + adj_d + adj_o
##
## Df Sum of Sq RSS AIC
## + ov_elite_sos 1 0.115717 5.5371 -574.56
## + EliteSOS 1 0.110892 5.5419 -574.41
## + adj_d_rk 1 0.101332 5.5515 -574.12
## + adj_o_rk 1 0.093936 5.5588 -573.89
## + barthag 1 0.084110 5.5687 -573.59
## <none> 5.6528 -573.03
## + PPPOff 1 0.055721 5.5971 -572.72
## + Astper 1 0.055362 5.5974 -572.71
## + TOVperD 1 0.048223 5.6046 -572.49
## + threePRateD 1 0.044231 5.6086 -572.37
## + eFGD. 1 0.041594 5.6112 -572.29
## + Ftper 1 0.039731 5.6131 -572.23
## + OpAstper 1 0.037068 5.6157 -572.15
## + Exp 1 0.034481 5.6183 -572.07
## + threePperD 1 0.029520 5.6233 -571.92
## + threePper 1 0.025122 5.6277 -571.79
## + AvgHgt 1 0.019704 5.6331 -571.62
## + Blkedper 1 0.018483 5.6343 -571.59
## + PPPDef 1 0.017064 5.6357 -571.54
## + OpORebper 1 0.016865 5.6359 -571.54
## + twoPperD 1 0.016057 5.6367 -571.51
## + ov_fut_sos 1 0.014942 5.6378 -571.48
## + ov_cur_sos 1 0.014942 5.6378 -571.48
## + Op.Ftper 1 0.014041 5.6387 -571.45
## + RawT 1 0.013484 5.6393 -571.44
## + adj_t 1 0.012994 5.6398 -571.42
## + EffHgt 1 0.011019 5.6418 -571.36
## + Adj.T 1 0.010839 5.6419 -571.36
## + eFG 1 0.008713 5.6441 -571.29
## + threePRate 1 0.004489 5.6483 -571.16
## + Blkper 1 0.002454 5.6503 -571.10
## + FTRate 1 0.002443 5.6503 -571.10
## + nc_fut_sos 1 0.002296 5.6505 -571.10
## + nc_cur_sos 1 0.002296 5.6505 -571.10
## + FTRateD 1 0.001278 5.6515 -571.07
## + twoPper 1 0.001060 5.6517 -571.06
## + nc_elite_sos 1 0.001025 5.6518 -571.06
## + TOVper 1 0.001010 5.6518 -571.06
## + Talent 1 0.000449 5.6523 -571.04
## + adj_t_rk 1 0.000396 5.6524 -571.04
## + Orebper 1 0.000008 5.6528 -571.03
##
## Step: AIC=-574.56
## conf_winner ~ wab + barthag_rk + adj_d + adj_o + ov_elite_sos
##
## Df Sum of Sq RSS AIC
## + ov_fut_sos 1 0.118085 5.4190 -576.25
## + ov_cur_sos 1 0.118085 5.4190 -576.25
## + barthag 1 0.113722 5.4233 -576.11
## + nc_fut_sos 1 0.112411 5.4247 -576.07
## + nc_cur_sos 1 0.112411 5.4247 -576.07
## + TOVperD 1 0.083940 5.4531 -575.18
## + nc_elite_sos 1 0.075534 5.4615 -574.91
## <none> 5.5371 -574.56
## + adj_o_rk 1 0.063061 5.4740 -574.52
## + adj_d_rk 1 0.052345 5.4847 -574.19
## + Ftper 1 0.048577 5.4885 -574.07
## + OpAstper 1 0.042955 5.4941 -573.90
## + PPPDef 1 0.039235 5.4978 -573.78
## + Astper 1 0.038522 5.4985 -573.76
## + Exp 1 0.036185 5.5009 -573.69
## + AvgHgt 1 0.034779 5.5023 -573.64
## + Blkedper 1 0.032460 5.5046 -573.57
## + threePRateD 1 0.031369 5.5057 -573.54
## + OpORebper 1 0.025405 5.5117 -573.35
## + RawT 1 0.020936 5.5161 -573.21
## + threePperD 1 0.020155 5.5169 -573.19
## + EffHgt 1 0.016864 5.5202 -573.09
## + adj_t 1 0.015992 5.5211 -573.06
## + Adj.T 1 0.015738 5.5213 -573.05
## + FTRate 1 0.011797 5.5253 -572.93
## + eFGD. 1 0.011588 5.5255 -572.92
## + threePper 1 0.010995 5.5261 -572.90
## + Blkper 1 0.004387 5.5327 -572.70
## + FTRateD 1 0.004016 5.5331 -572.69
## + Orebper 1 0.003568 5.5335 -572.67
## + twoPperD 1 0.001733 5.5353 -572.62
## + Talent 1 0.001302 5.5358 -572.60
## + PPPOff 1 0.000827 5.5362 -572.59
## + TOVper 1 0.000756 5.5363 -572.59
## + threePRate 1 0.000650 5.5364 -572.58
## + twoPper 1 0.000368 5.5367 -572.58
## + Op.Ftper 1 0.000356 5.5367 -572.57
## + EliteSOS 1 0.000260 5.5368 -572.57
## + adj_t_rk 1 0.000227 5.5368 -572.57
## + eFG 1 0.000061 5.5370 -572.57
##
## Step: AIC=-576.25
## conf_winner ~ wab + barthag_rk + adj_d + adj_o + ov_elite_sos +
## ov_fut_sos
##
## Df Sum of Sq RSS AIC
## + barthag 1 0.102221 5.3168 -577.51
## + threePRateD 1 0.065900 5.3531 -576.34
## + TOVperD 1 0.065094 5.3539 -576.32
## <none> 5.4190 -576.25
## + Astper 1 0.057595 5.3614 -576.08
## + adj_o_rk 1 0.054815 5.3642 -575.99
## + nc_elite_sos 1 0.053574 5.3654 -575.95
## + adj_d_rk 1 0.052307 5.3667 -575.91
## + Ftper 1 0.041478 5.3775 -575.56
## + OpAstper 1 0.038452 5.3805 -575.47
## + Exp 1 0.030321 5.3887 -575.21
## + nc_fut_sos 1 0.024697 5.3943 -575.03
## + nc_cur_sos 1 0.024697 5.3943 -575.03
## + eFGD. 1 0.022690 5.3963 -574.97
## + FTRate 1 0.022038 5.3969 -574.95
## + PPPOff 1 0.018857 5.4001 -574.85
## + Blkedper 1 0.017430 5.4016 -574.80
## + EffHgt 1 0.016697 5.4023 -574.78
## + threePper 1 0.016637 5.4023 -574.78
## + AvgHgt 1 0.013380 5.4056 -574.67
## + threePperD 1 0.010976 5.4080 -574.60
## + twoPperD 1 0.010403 5.4086 -574.58
## + PPPDef 1 0.009609 5.4094 -574.55
## + OpORebper 1 0.008160 5.4108 -574.51
## + threePRate 1 0.007429 5.4116 -574.48
## + RawT 1 0.006104 5.4129 -574.44
## + adj_t 1 0.005538 5.4134 -574.43
## + Talent 1 0.004672 5.4143 -574.40
## + Op.Ftper 1 0.004063 5.4149 -574.38
## + EliteSOS 1 0.003549 5.4154 -574.36
## + FTRateD 1 0.003434 5.4155 -574.36
## + Adj.T 1 0.003118 5.4159 -574.35
## + Blkper 1 0.003032 5.4160 -574.35
## + TOVper 1 0.001454 5.4175 -574.30
## + twoPper 1 0.001266 5.4177 -574.29
## + adj_t_rk 1 0.000551 5.4184 -574.27
## + eFG 1 0.000197 5.4188 -574.26
## + Orebper 1 0.000023 5.4190 -574.25
##
## Step: AIC=-577.51
## conf_winner ~ wab + barthag_rk + adj_d + adj_o + ov_elite_sos +
## ov_fut_sos + barthag
##
## Df Sum of Sq RSS AIC
## + adj_o_rk 1 0.105374 5.2114 -578.93
## + threePRateD 1 0.086196 5.2306 -578.30
## + TOVperD 1 0.085444 5.2313 -578.28
## <none> 5.3168 -577.51
## + adj_d_rk 1 0.060142 5.2566 -577.45
## + Astper 1 0.059187 5.2576 -577.42
## + nc_elite_sos 1 0.058718 5.2580 -577.41
## + OpAstper 1 0.047497 5.2693 -577.04
## + eFGD. 1 0.041022 5.2757 -576.83
## + Ftper 1 0.040775 5.2760 -576.82
## + twoPperD 1 0.029232 5.2875 -576.45
## + nc_fut_sos 1 0.027212 5.2895 -576.38
## + nc_cur_sos 1 0.027212 5.2895 -576.38
## + PPPOff 1 0.026533 5.2902 -576.36
## + threePper 1 0.024490 5.2923 -576.30
## + EffHgt 1 0.020975 5.2958 -576.18
## + Exp 1 0.020467 5.2963 -576.17
## + AvgHgt 1 0.020131 5.2966 -576.16
## + PPPDef 1 0.015997 5.3008 -576.02
## + threePRate 1 0.015210 5.3016 -576.00
## + FTRate 1 0.013530 5.3032 -575.94
## + Talent 1 0.013262 5.3035 -575.93
## + Blkedper 1 0.010825 5.3059 -575.86
## + threePperD 1 0.007542 5.3092 -575.75
## + RawT 1 0.004577 5.3122 -575.65
## + Op.Ftper 1 0.004184 5.3126 -575.64
## + adj_t 1 0.004100 5.3127 -575.64
## + EliteSOS 1 0.003584 5.3132 -575.62
## + FTRateD 1 0.002064 5.3147 -575.57
## + OpORebper 1 0.001903 5.3149 -575.57
## + Adj.T 1 0.001552 5.3152 -575.56
## + twoPper 1 0.001372 5.3154 -575.55
## + adj_t_rk 1 0.001266 5.3155 -575.55
## + eFG 1 0.000919 5.3158 -575.54
## + TOVper 1 0.000232 5.3165 -575.51
## + Orebper 1 0.000005 5.3168 -575.51
## + Blkper 1 0.000000 5.3168 -575.51
##
## Step: AIC=-578.93
## conf_winner ~ wab + barthag_rk + adj_d + adj_o + ov_elite_sos +
## ov_fut_sos + barthag + adj_o_rk
##
## Df Sum of Sq RSS AIC
## + TOVperD 1 0.108794 5.1026 -580.54
## + eFGD. 1 0.065660 5.1457 -579.10
## <none> 5.2114 -578.93
## + threePRateD 1 0.060104 5.1513 -578.91
## + OpAstper 1 0.048496 5.1629 -578.53
## + Astper 1 0.048212 5.1632 -578.52
## + nc_elite_sos 1 0.040846 5.1705 -578.28
## + twoPperD 1 0.039024 5.1724 -578.22
## + EffHgt 1 0.032688 5.1787 -578.01
## + Ftper 1 0.030320 5.1811 -577.93
## + AvgHgt 1 0.027187 5.1842 -577.82
## + PPPDef 1 0.024160 5.1872 -577.72
## + Exp 1 0.022852 5.1885 -577.68
## + PPPOff 1 0.021769 5.1896 -577.65
## + threePper 1 0.018578 5.1928 -577.54
## + threePperD 1 0.017090 5.1943 -577.49
## + nc_fut_sos 1 0.016824 5.1946 -577.48
## + nc_cur_sos 1 0.016824 5.1946 -577.48
## + Talent 1 0.015644 5.1957 -577.44
## + threePRate 1 0.013344 5.1980 -577.37
## + adj_t_rk 1 0.011322 5.2001 -577.30
## + FTRateD 1 0.009017 5.2024 -577.23
## + Blkedper 1 0.008960 5.2024 -577.22
## + FTRate 1 0.005245 5.2061 -577.10
## + TOVper 1 0.005143 5.2062 -577.10
## + twoPper 1 0.004802 5.2066 -577.09
## + Op.Ftper 1 0.003567 5.2078 -577.05
## + OpORebper 1 0.002356 5.2090 -577.01
## + adj_t 1 0.001748 5.2096 -576.99
## + RawT 1 0.001687 5.2097 -576.99
## + Orebper 1 0.000406 5.2110 -576.94
## + eFG 1 0.000281 5.2111 -576.94
## + adj_d_rk 1 0.000162 5.2112 -576.94
## + EliteSOS 1 0.000065 5.2113 -576.93
## + Adj.T 1 0.000034 5.2114 -576.93
## + Blkper 1 0.000032 5.2114 -576.93
##
## Step: AIC=-580.54
## conf_winner ~ wab + barthag_rk + adj_d + adj_o + ov_elite_sos +
## ov_fut_sos + barthag + adj_o_rk + TOVperD
##
## Df Sum of Sq RSS AIC
## + Astper 1 0.070158 5.0324 -580.90
## <none> 5.1026 -580.54
## + FTRateD 1 0.053299 5.0493 -580.33
## + Talent 1 0.035051 5.0675 -579.72
## + Ftper 1 0.025161 5.0774 -579.38
## + threePRateD 1 0.023869 5.0787 -579.34
## + PPPOff 1 0.023810 5.0788 -579.34
## + FTRate 1 0.021969 5.0806 -579.28
## + nc_elite_sos 1 0.021944 5.0807 -579.27
## + threePper 1 0.018893 5.0837 -579.17
## + TOVper 1 0.015554 5.0870 -579.06
## + Blkedper 1 0.013853 5.0887 -579.00
## + Exp 1 0.012865 5.0897 -578.97
## + OpAstper 1 0.012505 5.0901 -578.96
## + PPPDef 1 0.008766 5.0938 -578.83
## + RawT 1 0.008019 5.0946 -578.81
## + adj_t 1 0.006612 5.0960 -578.76
## + threePRate 1 0.006355 5.0962 -578.75
## + OpORebper 1 0.006350 5.0962 -578.75
## + EliteSOS 1 0.005050 5.0975 -578.71
## + eFGD. 1 0.004075 5.0985 -578.67
## + twoPper 1 0.004033 5.0986 -578.67
## + threePperD 1 0.002877 5.0997 -578.63
## + adj_t_rk 1 0.002872 5.0997 -578.63
## + Adj.T 1 0.002708 5.0999 -578.63
## + adj_d_rk 1 0.002538 5.1001 -578.62
## + EffHgt 1 0.002380 5.1002 -578.62
## + nc_fut_sos 1 0.002067 5.1005 -578.61
## + nc_cur_sos 1 0.002067 5.1005 -578.61
## + Orebper 1 0.001652 5.1009 -578.59
## + twoPperD 1 0.001453 5.1011 -578.59
## + AvgHgt 1 0.000951 5.1016 -578.57
## + Blkper 1 0.000368 5.1022 -578.55
## + Op.Ftper 1 0.000150 5.1024 -578.54
## + eFG 1 0.000123 5.1025 -578.54
##
## Step: AIC=-580.9
## conf_winner ~ wab + barthag_rk + adj_d + adj_o + ov_elite_sos +
## ov_fut_sos + barthag + adj_o_rk + TOVperD + Astper
##
## Df Sum of Sq RSS AIC
## <none> 5.0324 -580.90
## + FTRateD 1 0.056334 4.9761 -580.83
## + threePRateD 1 0.043519 4.9889 -580.39
## + Ftper 1 0.026625 5.0058 -579.81
## + PPPOff 1 0.024764 5.0077 -579.75
## + nc_elite_sos 1 0.022197 5.0102 -579.66
## + Exp 1 0.021905 5.0105 -579.65
## + Talent 1 0.018115 5.0143 -579.52
## + TOVper 1 0.017796 5.0146 -579.51
## + FTRate 1 0.015768 5.0167 -579.44
## + OpAstper 1 0.014423 5.0180 -579.40
## + OpORebper 1 0.012695 5.0197 -579.34
## + threePper 1 0.012036 5.0204 -579.31
## + Blkedper 1 0.011369 5.0211 -579.29
## + PPPDef 1 0.009470 5.0230 -579.23
## + threePRate 1 0.009095 5.0233 -579.21
## + RawT 1 0.008438 5.0240 -579.19
## + adj_t 1 0.007419 5.0250 -579.16
## + eFGD. 1 0.006675 5.0258 -579.13
## + EliteSOS 1 0.006183 5.0263 -579.12
## + twoPper 1 0.004380 5.0281 -579.05
## + threePperD 1 0.003010 5.0294 -579.01
## + adj_d_rk 1 0.002658 5.0298 -579.00
## + twoPperD 1 0.002619 5.0298 -578.99
## + Adj.T 1 0.002563 5.0299 -578.99
## + nc_fut_sos 1 0.002534 5.0299 -578.99
## + nc_cur_sos 1 0.002534 5.0299 -578.99
## + adj_t_rk 1 0.001379 5.0311 -578.95
## + Op.Ftper 1 0.001179 5.0313 -578.94
## + Orebper 1 0.001108 5.0313 -578.94
## + AvgHgt 1 0.001008 5.0314 -578.94
## + eFG 1 0.000917 5.0315 -578.94
## + EffHgt 1 0.000774 5.0317 -578.93
## + Blkper 1 0.000003 5.0324 -578.90#accuracy
SEC.lm.forward.pred <- predict(SEC.lm.forward, SEC_valid.df, na.action = na.pass)
accuracy(SEC.lm.forward.pred, SEC_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set 0.07288133 0.27032 0.1682563 NaN InfStepwise Selection
SEC.lm.stepwise <- step(SEC.lm, direction = 'both')## Start: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EliteSOS 1 0.0000000041718 84
## - ov_fut_sos 1 0.0000000041722 84
## - RawT 1 0.0000000041741 84
## - barthag_rk 1 0.0000000041778 84
## - Op.Ftper 1 0.0000000041789 84
## - Talent 1 0.0000000041799 84
## - adj_o 1 0.0000000041838 84
## - nc_fut_sos 1 0.0000000041868 84
## - Blkper 1 0.0000000041877 84
## - OpAstper 1 0.0000000041882 84
## - Orebper 1 0.0000000041936 84
## - PPPOff 1 0.0000000041946 84
## - PPPDef 1 0.0000000041958 84
## - TOVper 1 0.0000000042136 84
## - EffHgt 1 0.0000000042148 84
## - threePRateD 1 0.0000000042155 84
## - twoPperD 1 0.0000000042175 84
## - FTRateD 1 0.0000000042180 84
## - OpORebper 1 0.0000000042183 84
## - eFG 1 0.0000000042203 84
## - TOVperD 1 0.0000000042275 84
## - Exp 1 0.0000000042291 84
## - ov_elite_sos 1 0.0000000042472 84
## - FTRate 1 0.0000000042515 84
## - adj_d_rk 1 0.0000000042581 84
## - threePperD 1 0.0000000042728 84
## - Ftper 1 0.0000000042749 84
## - nc_elite_sos 1 0.0000000042870 84
## - eFGD. 1 0.0000000043001 84
## - threePRate 1 0.0000000043305 84
## - Astper 1 0.0000000043813 84
## - Adj.T 1 0.0000000043977 84
## - threePper 1 0.0000000044252 84
## - barthag 1 0.0000000044471 84
## - twoPper 1 0.0000000044722 84
## - AvgHgt 1 0.0000000044862 84
## - Blkedper 1 0.0000000044874 84
## - adj_t_rk 1 0.0000000045104 84
## - adj_t 1 0.0000000045479 84
## - adj_o_rk 1 0.0000000046371 84
## - adj_d 1 0.0000000046553 84
## - wab 1 0.0000000066971 84
## <none> 0.0000000041703 86## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - ov_fut_sos 1 0.0000000041728 82
## - RawT 1 0.0000000041757 82
## - Op.Ftper 1 0.0000000041773 82
## - Talent 1 0.0000000041787 82
## - barthag_rk 1 0.0000000041792 82
## - adj_o 1 0.0000000041847 82
## - nc_fut_sos 1 0.0000000041860 82
## - Blkper 1 0.0000000041862 82
## - OpAstper 1 0.0000000041914 82
## - Orebper 1 0.0000000041945 82
## - PPPOff 1 0.0000000041946 82
## - PPPDef 1 0.0000000042019 82
## - EffHgt 1 0.0000000042147 82
## - threePRateD 1 0.0000000042158 82
## - OpORebper 1 0.0000000042160 82
## - Exp 1 0.0000000042245 82
## - TOVper 1 0.0000000042268 82
## - TOVperD 1 0.0000000042311 82
## - FTRateD 1 0.0000000042311 82
## - eFG 1 0.0000000042354 82
## - twoPperD 1 0.0000000042545 82
## - FTRate 1 0.0000000042576 82
## - adj_d_rk 1 0.0000000042640 82
## - nc_elite_sos 1 0.0000000042756 82
## - Ftper 1 0.0000000043083 82
## - threePperD 1 0.0000000043121 82
## - threePRate 1 0.0000000043401 82
## - eFGD. 1 0.0000000043563 82
## - Astper 1 0.0000000043851 82
## - Adj.T 1 0.0000000044169 82
## - threePper 1 0.0000000044231 82
## - barthag 1 0.0000000044505 82
## - twoPper 1 0.0000000044718 82
## - AvgHgt 1 0.0000000045010 82
## - Blkedper 1 0.0000000045241 82
## - adj_t_rk 1 0.0000000045322 82
## - adj_t 1 0.0000000045585 82
## - ov_elite_sos 1 0.0000000045847 82
## - adj_o_rk 1 0.0000000046625 82
## - adj_d 1 0.0000000046628 82
## - wab 1 0.0000000068883 82
## <none> 0.0000000041718 84
## + EliteSOS 1 0.0000000041703 86## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + eFG + eFGD. + FTRate + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD +
## threePper + threePperD + Blkper + Blkedper + Astper + OpAstper +
## threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Op.Ftper 1 0.0000000041784 80
## - RawT 1 0.0000000041786 80
## - barthag_rk 1 0.0000000041802 80
## - Talent 1 0.0000000041815 80
## - Blkper 1 0.0000000041871 80
## - adj_o 1 0.0000000041891 80
## - OpAstper 1 0.0000000041920 80
## - PPPOff 1 0.0000000041941 80
## - Orebper 1 0.0000000041950 80
## - PPPDef 1 0.0000000042087 80
## - EffHgt 1 0.0000000042157 80
## - OpORebper 1 0.0000000042172 80
## - nc_fut_sos 1 0.0000000042215 80
## - threePRateD 1 0.0000000042255 80
## - TOVper 1 0.0000000042283 80
## - FTRateD 1 0.0000000042310 80
## - TOVperD 1 0.0000000042334 80
## - eFG 1 0.0000000042376 80
## - Exp 1 0.0000000042403 80
## - FTRate 1 0.0000000042634 80
## - twoPperD 1 0.0000000042663 80
## - adj_d_rk 1 0.0000000042778 80
## - Ftper 1 0.0000000043066 80
## - threePperD 1 0.0000000043285 80
## - threePRate 1 0.0000000043443 80
## - eFGD. 1 0.0000000043568 80
## - nc_elite_sos 1 0.0000000043661 80
## - Astper 1 0.0000000043872 80
## - threePper 1 0.0000000044248 80
## - Adj.T 1 0.0000000044313 80
## - barthag 1 0.0000000044562 80
## - twoPper 1 0.0000000044773 80
## - adj_t_rk 1 0.0000000045429 80
## - Blkedper 1 0.0000000045444 80
## - AvgHgt 1 0.0000000046488 80
## - adj_o_rk 1 0.0000000046674 80
## - adj_t 1 0.0000000046807 80
## - adj_d 1 0.0000000046965 80
## - ov_elite_sos 1 0.0000000054192 80
## - wab 1 0.0000000069726 80
## <none> 0.0000000041728 82
## + ov_fut_sos 1 0.0000000041718 84
## + ov_cur_sos 1 0.0000000041718 84
## + EliteSOS 1 0.0000000041722 84## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + eFG + eFGD. + FTRate + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD +
## threePper + threePperD + Blkper + Blkedper + Astper + OpAstper +
## threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp +
## Talent + Ftper + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - RawT 1 0.0000000041838 78
## - barthag_rk 1 0.0000000041859 78
## - Talent 1 0.0000000041872 78
## - Blkper 1 0.0000000041919 78
## - adj_o 1 0.0000000041958 78
## - OpAstper 1 0.0000000041994 78
## - PPPOff 1 0.0000000042031 78
## - Orebper 1 0.0000000042043 78
## - EffHgt 1 0.0000000042368 78
## - threePRateD 1 0.0000000042426 78
## - nc_fut_sos 1 0.0000000042509 78
## - TOVper 1 0.0000000042511 78
## - PPPDef 1 0.0000000042531 78
## - eFG 1 0.0000000042703 78
## - FTRateD 1 0.0000000042727 78
## - FTRate 1 0.0000000042781 78
## - twoPperD 1 0.0000000042805 78
## - Exp 1 0.0000000042830 78
## - adj_d_rk 1 0.0000000043006 78
## - Ftper 1 0.0000000043207 78
## - TOVperD 1 0.0000000043584 78
## - threePperD 1 0.0000000043603 78
## - eFGD. 1 0.0000000043638 78
## - OpORebper 1 0.0000000043884 78
## - threePRate 1 0.0000000043934 78
## - threePper 1 0.0000000044291 78
## - Adj.T 1 0.0000000044472 78
## - barthag 1 0.0000000044633 78
## - Astper 1 0.0000000044726 78
## - nc_elite_sos 1 0.0000000044741 78
## - twoPper 1 0.0000000044851 78
## - Blkedper 1 0.0000000045548 78
## - adj_t 1 0.0000000046896 78
## - adj_t_rk 1 0.0000000046916 78
## - AvgHgt 1 0.0000000046972 78
## - adj_d 1 0.0000000047479 78
## - adj_o_rk 1 0.0000000048057 78
## - ov_elite_sos 1 0.0000000056540 78
## - wab 1 0.0000000070055 78
## <none> 0.0000000041784 80
## + Op.Ftper 1 0.0000000041728 82
## + ov_fut_sos 1 0.0000000041773 82
## + ov_cur_sos 1 0.0000000041773 82
## + EliteSOS 1 0.0000000041816 82## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + eFG + eFGD. + FTRate + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper +
## PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag_rk 1 0.0000000041890 76
## - Talent 1 0.0000000041953 76
## - Blkper 1 0.0000000041993 76
## - adj_o 1 0.0000000042024 76
## - PPPOff 1 0.0000000042062 76
## - Orebper 1 0.0000000042082 76
## - OpAstper 1 0.0000000042134 76
## - threePRateD 1 0.0000000042489 76
## - EffHgt 1 0.0000000042499 76
## - TOVper 1 0.0000000042580 76
## - nc_fut_sos 1 0.0000000042604 76
## - PPPDef 1 0.0000000042672 76
## - eFG 1 0.0000000042752 76
## - twoPperD 1 0.0000000042855 76
## - FTRate 1 0.0000000042915 76
## - Exp 1 0.0000000042989 76
## - FTRateD 1 0.0000000043148 76
## - adj_d_rk 1 0.0000000043274 76
## - Ftper 1 0.0000000043306 76
## - TOVperD 1 0.0000000043631 76
## - threePperD 1 0.0000000043651 76
## - eFGD. 1 0.0000000043665 76
## - OpORebper 1 0.0000000044026 76
## - threePRate 1 0.0000000044032 76
## - threePper 1 0.0000000044481 76
## - barthag 1 0.0000000044857 76
## - nc_elite_sos 1 0.0000000044870 76
## - Adj.T 1 0.0000000044981 76
## - twoPper 1 0.0000000045059 76
## - Astper 1 0.0000000045334 76
## - Blkedper 1 0.0000000045825 76
## - adj_t_rk 1 0.0000000046963 76
## - adj_t 1 0.0000000047342 76
## - AvgHgt 1 0.0000000047489 76
## - adj_d 1 0.0000000047705 76
## - adj_o_rk 1 0.0000000048229 76
## - ov_elite_sos 1 0.0000000056704 76
## - wab 1 0.0000000071730 76
## <none> 0.0000000041838 78
## + RawT 1 0.0000000041784 80
## + Op.Ftper 1 0.0000000041786 80
## + ov_fut_sos 1 0.0000000041811 80
## + ov_cur_sos 1 0.0000000041811 80
## + EliteSOS 1 0.0000000041875 80## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=76
## conf_winner ~ barthag + adj_o_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + PPPOff +
## PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Talent 1 0.0000000041973 74
## - Blkper 1 0.0000000042037 74
## - adj_o 1 0.0000000042072 74
## - PPPOff 1 0.0000000042105 74
## - Orebper 1 0.0000000042135 74
## - OpAstper 1 0.0000000042231 74
## - EffHgt 1 0.0000000042584 74
## - threePRateD 1 0.0000000042600 74
## - TOVper 1 0.0000000042609 74
## - nc_fut_sos 1 0.0000000042726 74
## - PPPDef 1 0.0000000042738 74
## - eFG 1 0.0000000042782 74
## - twoPperD 1 0.0000000042873 74
## - FTRate 1 0.0000000043017 74
## - FTRateD 1 0.0000000043258 74
## - Exp 1 0.0000000043321 74
## - adj_d_rk 1 0.0000000043344 74
## - Ftper 1 0.0000000043391 74
## - threePperD 1 0.0000000043662 74
## - eFGD. 1 0.0000000043677 74
## - TOVperD 1 0.0000000044280 74
## - OpORebper 1 0.0000000044322 74
## - threePRate 1 0.0000000044441 74
## - threePper 1 0.0000000044613 74
## - twoPper 1 0.0000000045237 74
## - Astper 1 0.0000000045387 74
## - Adj.T 1 0.0000000045652 74
## - nc_elite_sos 1 0.0000000045879 74
## - adj_t_rk 1 0.0000000047012 74
## - Blkedper 1 0.0000000047033 74
## - AvgHgt 1 0.0000000047934 74
## - adj_o_rk 1 0.0000000048554 74
## - adj_d 1 0.0000000048608 74
## - adj_t 1 0.0000000049134 74
## - ov_elite_sos 1 0.0000000057691 74
## - barthag 1 0.0000000059323 74
## - wab 1 0.0000000071956 74
## <none> 0.0000000041890 76
## + Op.Ftper 1 0.0000000041837 78
## + barthag_rk 1 0.0000000041838 78
## + RawT 1 0.0000000041859 78
## + ov_fut_sos 1 0.0000000041877 78
## + ov_cur_sos 1 0.0000000041877 78
## + EliteSOS 1 0.0000000041921 78## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=74
## conf_winner ~ barthag + adj_o_rk + adj_o + adj_d + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o 1 0.0000000042139 72
## - Blkper 1 0.0000000042143 72
## - OpAstper 1 0.0000000042320 72
## - PPPOff 1 0.0000000042341 72
## - Orebper 1 0.0000000042387 72
## - EffHgt 1 0.0000000042653 72
## - threePRateD 1 0.0000000042709 72
## - eFG 1 0.0000000042845 72
## - PPPDef 1 0.0000000042866 72
## - TOVper 1 0.0000000042937 72
## - twoPperD 1 0.0000000042955 72
## - FTRate 1 0.0000000043142 72
## - nc_fut_sos 1 0.0000000043204 72
## - FTRateD 1 0.0000000043393 72
## - adj_d_rk 1 0.0000000043477 72
## - Exp 1 0.0000000043628 72
## - threePperD 1 0.0000000043764 72
## - eFGD. 1 0.0000000043854 72
## - Ftper 1 0.0000000044160 72
## - OpORebper 1 0.0000000044442 72
## - threePRate 1 0.0000000044505 72
## - TOVperD 1 0.0000000044961 72
## - threePper 1 0.0000000045271 72
## - Astper 1 0.0000000045532 72
## - twoPper 1 0.0000000045734 72
## - nc_elite_sos 1 0.0000000046000 72
## - Adj.T 1 0.0000000046308 72
## - adj_t_rk 1 0.0000000047065 72
## - Blkedper 1 0.0000000047701 72
## - AvgHgt 1 0.0000000048484 72
## - adj_o_rk 1 0.0000000048611 72
## - adj_t 1 0.0000000049405 72
## - adj_d 1 0.0000000050108 72
## - ov_elite_sos 1 0.0000000058044 72
## - barthag 1 0.0000000059929 72
## - wab 1 0.0000000072287 72
## <none> 0.0000000041973 74
## + Talent 1 0.0000000041890 76
## + Op.Ftper 1 0.0000000041910 76
## + RawT 1 0.0000000041922 76
## + ov_fut_sos 1 0.0000000041938 76
## + ov_cur_sos 1 0.0000000041938 76
## + barthag_rk 1 0.0000000041953 76
## + EliteSOS 1 0.0000000042018 76## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=72
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkper 1 0.0000000042325 70
## - Orebper 1 0.0000000042469 70
## - PPPOff 1 0.0000000042516 70
## - OpAstper 1 0.0000000042568 70
## - EffHgt 1 0.0000000042730 70
## - threePRateD 1 0.0000000042827 70
## - TOVper 1 0.0000000043009 70
## - twoPperD 1 0.0000000043078 70
## - PPPDef 1 0.0000000043174 70
## - nc_fut_sos 1 0.0000000043336 70
## - FTRateD 1 0.0000000043669 70
## - adj_d_rk 1 0.0000000043747 70
## - eFG 1 0.0000000043800 70
## - Exp 1 0.0000000043802 70
## - threePperD 1 0.0000000043848 70
## - eFGD. 1 0.0000000044025 70
## - FTRate 1 0.0000000044076 70
## - Ftper 1 0.0000000044481 70
## - OpORebper 1 0.0000000044558 70
## - threePRate 1 0.0000000044714 70
## - TOVperD 1 0.0000000045046 70
## - Astper 1 0.0000000046024 70
## - nc_elite_sos 1 0.0000000046082 70
## - threePper 1 0.0000000046434 70
## - Adj.T 1 0.0000000046528 70
## - twoPper 1 0.0000000047047 70
## - adj_t_rk 1 0.0000000047192 70
## - Blkedper 1 0.0000000047784 70
## - adj_o_rk 1 0.0000000049124 70
## - adj_t 1 0.0000000049576 70
## - AvgHgt 1 0.0000000049689 70
## - adj_d 1 0.0000000050061 70
## - ov_elite_sos 1 0.0000000060066 70
## - barthag 1 0.0000000060111 70
## - wab 1 0.0000000072756 70
## <none> 0.0000000042139 72
## + adj_o 1 0.0000000041973 74
## + Op.Ftper 1 0.0000000042052 74
## + Talent 1 0.0000000042072 74
## + RawT 1 0.0000000042081 74
## + ov_fut_sos 1 0.0000000042110 74
## + ov_cur_sos 1 0.0000000042110 74
## + barthag_rk 1 0.0000000042115 74
## + EliteSOS 1 0.0000000042182 74## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=70
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + twoPper + twoPperD + threePper + threePperD +
## Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpAstper 1 0.0000000042587 68
## - PPPOff 1 0.0000000042835 68
## - Orebper 1 0.0000000042887 68
## - EffHgt 1 0.0000000043222 68
## - PPPDef 1 0.0000000043256 68
## - TOVper 1 0.0000000043379 68
## - nc_fut_sos 1 0.0000000043479 68
## - twoPperD 1 0.0000000043702 68
## - FTRateD 1 0.0000000043749 68
## - Exp 1 0.0000000043813 68
## - adj_d_rk 1 0.0000000043828 68
## - threePRateD 1 0.0000000043833 68
## - eFG 1 0.0000000043836 68
## - FTRate 1 0.0000000044091 68
## - threePperD 1 0.0000000044580 68
## - eFGD. 1 0.0000000044600 68
## - OpORebper 1 0.0000000044650 68
## - Ftper 1 0.0000000044749 68
## - threePRate 1 0.0000000044884 68
## - TOVperD 1 0.0000000045053 68
## - nc_elite_sos 1 0.0000000046155 68
## - Astper 1 0.0000000046270 68
## - threePper 1 0.0000000046506 68
## - Adj.T 1 0.0000000046676 68
## - twoPper 1 0.0000000047251 68
## - adj_t_rk 1 0.0000000047876 68
## - Blkedper 1 0.0000000048538 68
## - adj_o_rk 1 0.0000000049469 68
## - adj_t 1 0.0000000049867 68
## - adj_d 1 0.0000000050112 68
## - AvgHgt 1 0.0000000050462 68
## - ov_elite_sos 1 0.0000000061173 68
## - barthag 1 0.0000000061996 68
## - wab 1 0.0000000072764 68
## <none> 0.0000000042325 70
## + Blkper 1 0.0000000042139 72
## + adj_o 1 0.0000000042143 72
## + RawT 1 0.0000000042209 72
## + Talent 1 0.0000000042231 72
## + ov_fut_sos 1 0.0000000042287 72
## + ov_cur_sos 1 0.0000000042287 72
## + Op.Ftper 1 0.0000000042301 72
## + barthag_rk 1 0.0000000042303 72
## + EliteSOS 1 0.0000000042392 72## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=68
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + twoPper + twoPperD + threePper + threePperD +
## Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Ftper + PPPOff + PPPDef## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - PPPDef 1 0.0000000043331 66
## - EffHgt 1 0.0000000043740 66
## - FTRateD 1 0.0000000043808 66
## - Orebper 1 0.0000000043811 66
## - twoPperD 1 0.0000000043864 66
## - eFG 1 0.0000000043878 66
## - PPPOff 1 0.0000000043893 66
## - nc_fut_sos 1 0.0000000043981 66
## - FTRate 1 0.0000000044179 66
## - adj_d_rk 1 0.0000000044398 66
## - Exp 1 0.0000000044533 66
## - TOVper 1 0.0000000044707 66
## - threePperD 1 0.0000000044770 66
## - eFGD. 1 0.0000000044799 66
## - threePRate 1 0.0000000044895 66
## - OpORebper 1 0.0000000045173 66
## - TOVperD 1 0.0000000045980 66
## - Astper 1 0.0000000046303 66
## - Ftper 1 0.0000000046445 66
## - nc_elite_sos 1 0.0000000046463 66
## - Adj.T 1 0.0000000046649 66
## - threePRateD 1 0.0000000047019 66
## - threePper 1 0.0000000047369 66
## - twoPper 1 0.0000000048062 66
## - Blkedper 1 0.0000000048973 66
## - adj_t_rk 1 0.0000000049455 66
## - adj_o_rk 1 0.0000000050209 66
## - adj_t 1 0.0000000050295 66
## - adj_d 1 0.0000000050579 66
## - AvgHgt 1 0.0000000050782 66
## - barthag 1 0.0000000062117 66
## - ov_elite_sos 1 0.0000000062341 66
## - wab 1 0.0000000076339 66
## <none> 0.0000000042587 68
## + RawT 1 0.0000000042299 70
## + OpAstper 1 0.0000000042325 70
## + adj_o 1 0.0000000042337 70
## + ov_fut_sos 1 0.0000000042433 70
## + ov_cur_sos 1 0.0000000042433 70
## + Op.Ftper 1 0.0000000042513 70
## + barthag_rk 1 0.0000000042525 70
## + Talent 1 0.0000000042528 70
## + Blkper 1 0.0000000042568 70
## + EliteSOS 1 0.0000000042626 70## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=66
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + twoPper + twoPperD + threePper + threePperD +
## Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Ftper + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFG 1 0.0000000043920 64
## - nc_fut_sos 1 0.0000000044236 64
## - EffHgt 1 0.0000000044250 64
## - PPPOff 1 0.0000000044532 64
## - Exp 1 0.0000000044550 64
## - twoPperD 1 0.0000000044624 64
## - Orebper 1 0.0000000044654 64
## - FTRate 1 0.0000000045056 64
## - FTRateD 1 0.0000000045113 64
## - threePRate 1 0.0000000045145 64
## - adj_d_rk 1 0.0000000045154 64
## - TOVper 1 0.0000000045321 64
## - threePperD 1 0.0000000045329 64
## - eFGD. 1 0.0000000045602 64
## - Astper 1 0.0000000046328 64
## - nc_elite_sos 1 0.0000000046491 64
## - Adj.T 1 0.0000000046621 64
## - Ftper 1 0.0000000046780 64
## - threePper 1 0.0000000047767 64
## - threePRateD 1 0.0000000048304 64
## - OpORebper 1 0.0000000048857 64
## - twoPper 1 0.0000000049009 64
## - Blkedper 1 0.0000000049317 64
## - adj_t_rk 1 0.0000000049523 64
## - adj_o_rk 1 0.0000000050292 64
## - adj_t 1 0.0000000050421 64
## - TOVperD 1 0.0000000051387 64
## - AvgHgt 1 0.0000000051583 64
## - adj_d 1 0.0000000053112 64
## - barthag 1 0.0000000062223 64
## - ov_elite_sos 1 0.0000000065631 64
## - wab 1 0.0000000077110 64
## <none> 0.0000000043331 66
## + PPPDef 1 0.0000000042587 68
## + RawT 1 0.0000000042992 68
## + Op.Ftper 1 0.0000000043051 68
## + adj_o 1 0.0000000043054 68
## + Talent 1 0.0000000043150 68
## + OpAstper 1 0.0000000043256 68
## + ov_fut_sos 1 0.0000000043269 68
## + ov_cur_sos 1 0.0000000043269 68
## + Blkper 1 0.0000000043302 68
## + barthag_rk 1 0.0000000043306 68
## + EliteSOS 1 0.0000000043408 68## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=64
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## twoPper + twoPperD + threePper + threePperD + Blkedper +
## Astper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Ftper + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRate 1 0.0000000045191 62
## - nc_fut_sos 1 0.0000000045206 62
## - twoPperD 1 0.0000000045215 62
## - FTRateD 1 0.0000000045501 62
## - threePRate 1 0.0000000045761 62
## - threePperD 1 0.0000000045970 62
## - eFGD. 1 0.0000000046246 62
## - Adj.T 1 0.0000000046895 62
## - EffHgt 1 0.0000000046908 62
## - adj_d_rk 1 0.0000000047010 62
## - nc_elite_sos 1 0.0000000047406 62
## - Exp 1 0.0000000047482 62
## - PPPOff 1 0.0000000047616 62
## - Orebper 1 0.0000000047717 62
## - threePper 1 0.0000000048358 62
## - Astper 1 0.0000000048796 62
## - Ftper 1 0.0000000049004 62
## - TOVper 1 0.0000000049102 62
## - OpORebper 1 0.0000000049314 62
## - twoPper 1 0.0000000049438 62
## - Blkedper 1 0.0000000049933 62
## - threePRateD 1 0.0000000050395 62
## - adj_t 1 0.0000000051151 62
## - adj_o_rk 1 0.0000000051331 62
## - adj_t_rk 1 0.0000000051373 62
## - TOVperD 1 0.0000000052031 62
## - adj_d 1 0.0000000053559 62
## - AvgHgt 1 0.0000000055849 62
## - ov_elite_sos 1 0.0000000066916 62
## - barthag 1 0.0000000067558 62
## - wab 1 0.0000000078879 62
## <none> 0.0000000043920 64
## + adj_o 1 0.0000000043227 66
## + eFG 1 0.0000000043331 66
## + Talent 1 0.0000000043477 66
## + RawT 1 0.0000000043839 66
## + ov_fut_sos 1 0.0000000043841 66
## + ov_cur_sos 1 0.0000000043841 66
## + OpAstper 1 0.0000000043871 66
## + Blkper 1 0.0000000043873 66
## + PPPDef 1 0.0000000043878 66
## + Op.Ftper 1 0.0000000043898 66
## + barthag_rk 1 0.0000000043916 66
## + EliteSOS 1 0.0000000043996 66## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=62
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFGD. + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## twoPper + twoPperD + threePper + threePperD + Blkedper +
## Astper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Ftper + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRateD 1 0.0000000045771 60
## - nc_fut_sos 1 0.0000000045801 60
## - threePRate 1 0.0000000045841 60
## - twoPperD 1 0.0000000046620 60
## - Adj.T 1 0.0000000046915 60
## - adj_d_rk 1 0.0000000047033 60
## - Exp 1 0.0000000047613 60
## - nc_elite_sos 1 0.0000000047751 60
## - EffHgt 1 0.0000000047901 60
## - threePperD 1 0.0000000048160 60
## - eFGD. 1 0.0000000048324 60
## - OpORebper 1 0.0000000050759 60
## - adj_o_rk 1 0.0000000051334 60
## - threePRateD 1 0.0000000051732 60
## - adj_t 1 0.0000000051809 60
## - Ftper 1 0.0000000052920 60
## - PPPOff 1 0.0000000053641 60
## - Orebper 1 0.0000000053730 60
## - Blkedper 1 0.0000000055414 60
## - adj_t_rk 1 0.0000000055776 60
## - AvgHgt 1 0.0000000055831 60
## - TOVperD 1 0.0000000055908 60
## - twoPper 1 0.0000000057390 60
## - Astper 1 0.0000000057400 60
## - TOVper 1 0.0000000059035 60
## - threePper 1 0.0000000059192 60
## - adj_d 1 0.0000000062029 60
## - ov_elite_sos 1 0.0000000067729 60
## - barthag 1 0.0000000068775 60
## - wab 1 0.0000000092345 60
## <none> 0.0000000045191 62
## + Talent 1 0.0000000043724 64
## + FTRate 1 0.0000000043920 64
## + adj_o 1 0.0000000044019 64
## + Op.Ftper 1 0.0000000044688 64
## + OpAstper 1 0.0000000044884 64
## + PPPDef 1 0.0000000044960 64
## + RawT 1 0.0000000045015 64
## + eFG 1 0.0000000045056 64
## + barthag_rk 1 0.0000000045142 64
## + Blkper 1 0.0000000045145 64
## + ov_fut_sos 1 0.0000000045146 64
## + ov_cur_sos 1 0.0000000045146 64
## + EliteSOS 1 0.0000000045240 64## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=60
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_elite_sos + nc_fut_sos + ov_elite_sos +
## eFGD. + TOVper + TOVperD + Orebper + OpORebper + twoPper +
## twoPperD + threePper + threePperD + Blkedper + Astper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_fut_sos 1 0.0000000046042 58
## - threePRate 1 0.0000000046700 58
## - twoPperD 1 0.0000000046952 58
## - adj_d_rk 1 0.0000000047378 58
## - Adj.T 1 0.0000000047395 58
## - Exp 1 0.0000000047713 58
## - nc_elite_sos 1 0.0000000048005 58
## - EffHgt 1 0.0000000048389 58
## - threePperD 1 0.0000000048586 58
## - eFGD. 1 0.0000000048633 58
## - OpORebper 1 0.0000000050862 58
## - adj_o_rk 1 0.0000000051468 58
## - adj_t 1 0.0000000052190 58
## - Ftper 1 0.0000000053365 58
## - threePRateD 1 0.0000000053449 58
## - PPPOff 1 0.0000000054174 58
## - Orebper 1 0.0000000054356 58
## - TOVperD 1 0.0000000055933 58
## - adj_t_rk 1 0.0000000056444 58
## - AvgHgt 1 0.0000000057047 58
## - twoPper 1 0.0000000057656 58
## - Astper 1 0.0000000058236 58
## - Blkedper 1 0.0000000058288 58
## - threePper 1 0.0000000059390 58
## - TOVper 1 0.0000000059444 58
## - adj_d 1 0.0000000062315 58
## - ov_elite_sos 1 0.0000000067921 58
## - barthag 1 0.0000000069094 58
## - wab 1 0.0000000093104 58
## <none> 0.0000000045771 60
## + adj_o 1 0.0000000044513 62
## + Talent 1 0.0000000044746 62
## + FTRateD 1 0.0000000045191 62
## + RawT 1 0.0000000045366 62
## + Op.Ftper 1 0.0000000045426 62
## + PPPDef 1 0.0000000045439 62
## + FTRate 1 0.0000000045501 62
## + eFG 1 0.0000000045505 62
## + barthag_rk 1 0.0000000045643 62
## + OpAstper 1 0.0000000045681 62
## + ov_fut_sos 1 0.0000000045726 62
## + ov_cur_sos 1 0.0000000045726 62
## + Blkper 1 0.0000000045768 62
## + EliteSOS 1 0.0000000045812 62## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=58
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_elite_sos + ov_elite_sos + eFGD. + TOVper +
## TOVperD + Orebper + OpORebper + twoPper + twoPperD + threePper +
## threePperD + Blkedper + Astper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Ftper + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPperD 1 0.0000000047115 56
## - EffHgt 1 0.0000000048433 56
## - Exp 1 0.0000000048723 56
## - threePRate 1 0.0000000048807 56
## - Adj.T 1 0.0000000048947 56
## - eFGD. 1 0.0000000048997 56
## - threePperD 1 0.0000000049036 56
## - nc_elite_sos 1 0.0000000049076 56
## - adj_d_rk 1 0.0000000049312 56
## - OpORebper 1 0.0000000050883 56
## - adj_o_rk 1 0.0000000051669 56
## - adj_t 1 0.0000000052259 56
## - Orebper 1 0.0000000055570 56
## - PPPOff 1 0.0000000055793 56
## - TOVperD 1 0.0000000056245 56
## - AvgHgt 1 0.0000000057405 56
## - twoPper 1 0.0000000058625 56
## - Ftper 1 0.0000000058707 56
## - Blkedper 1 0.0000000059121 56
## - threePRateD 1 0.0000000060015 56
## - TOVper 1 0.0000000060690 56
## - adj_d 1 0.0000000062548 56
## - threePper 1 0.0000000063160 56
## - Astper 1 0.0000000063760 56
## - adj_t_rk 1 0.0000000066299 56
## - ov_elite_sos 1 0.0000000068097 56
## - barthag 1 0.0000000075589 56
## - wab 1 0.0000000094775 56
## <none> 0.0000000046042 58
## + adj_o 1 0.0000000045155 60
## + Talent 1 0.0000000045538 60
## + nc_fut_sos 1 0.0000000045771 60
## + nc_cur_sos 1 0.0000000045771 60
## + FTRateD 1 0.0000000045801 60
## + ov_fut_sos 1 0.0000000045813 60
## + ov_cur_sos 1 0.0000000045813 60
## + RawT 1 0.0000000045814 60
## + PPPDef 1 0.0000000045935 60
## + eFG 1 0.0000000045955 60
## + Op.Ftper 1 0.0000000045972 60
## + barthag_rk 1 0.0000000045994 60
## + OpAstper 1 0.0000000046008 60
## + Blkper 1 0.0000000046032 60
## + FTRate 1 0.0000000046070 60
## + EliteSOS 1 0.0000000046098 60## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=56
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_d_rk + adj_t +
## adj_t_rk + wab + nc_elite_sos + ov_elite_sos + eFGD. + TOVper +
## TOVperD + Orebper + OpORebper + twoPper + threePper + threePperD +
## Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Ftper + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d_rk 1 0.0000000049651 54
## - OpORebper 1 0.0000000050923 54
## - Adj.T 1 0.0000000051048 54
## - adj_o_rk 1 0.0000000051759 54
## - nc_elite_sos 1 0.0000000052196 54
## - EffHgt 1 0.0000000052235 54
## - Exp 1 0.0000000052577 54
## - threePRate 1 0.0000000052682 54
## - PPPOff 1 0.0000000056033 54
## - TOVperD 1 0.0000000056727 54
## - adj_t 1 0.0000000057122 54
## - Orebper 1 0.0000000057313 54
## - AvgHgt 1 0.0000000057676 54
## - eFGD. 1 0.0000000057750 54
## - Blkedper 1 0.0000000059446 54
## - threePRateD 1 0.0000000059974 54
## - Ftper 1 0.0000000060519 54
## - twoPper 1 0.0000000060854 54
## - threePper 1 0.0000000063400 54
## - TOVper 1 0.0000000064037 54
## - threePperD 1 0.0000000064076 54
## - Astper 1 0.0000000064178 54
## - adj_d 1 0.0000000064962 54
## - adj_t_rk 1 0.0000000067480 54
## - barthag 1 0.0000000075835 54
## - ov_elite_sos 1 0.0000000082150 54
## - wab 1 0.0000000114843 54
## <none> 0.0000000047115 56
## + twoPperD 1 0.0000000046042 58
## + RawT 1 0.0000000046689 58
## + adj_o 1 0.0000000046856 58
## + FTRate 1 0.0000000046875 58
## + eFG 1 0.0000000046881 58
## + FTRateD 1 0.0000000046889 58
## + nc_fut_sos 1 0.0000000046952 58
## + nc_cur_sos 1 0.0000000046952 58
## + Op.Ftper 1 0.0000000047010 58
## + ov_fut_sos 1 0.0000000047045 58
## + ov_cur_sos 1 0.0000000047045 58
## + Blkper 1 0.0000000047047 58
## + PPPDef 1 0.0000000047073 58
## + OpAstper 1 0.0000000047091 58
## + barthag_rk 1 0.0000000047104 58
## + Talent 1 0.0000000047135 58
## + EliteSOS 1 0.0000000047139 58## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=54
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + nc_elite_sos + ov_elite_sos + eFGD. + TOVper + TOVperD +
## Orebper + OpORebper + twoPper + threePper + threePperD +
## Blkedper + Astper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Ftper + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Adj.T 1 0.0000000051762 52
## - adj_o_rk 1 0.0000000052042 52
## - OpORebper 1 0.0000000052611 52
## - nc_elite_sos 1 0.0000000053336 52
## - Exp 1 0.0000000053624 52
## - threePRate 1 0.0000000055451 52
## - PPPOff 1 0.0000000056121 52
## - Orebper 1 0.0000000057303 52
## - eFGD. 1 0.0000000058382 52
## - adj_t 1 0.0000000059113 52
## - EffHgt 1 0.0000000059639 52
## - AvgHgt 1 0.0000000060312 52
## - threePRateD 1 0.0000000060318 52
## - Ftper 1 0.0000000060517 52
## - twoPper 1 0.0000000060840 52
## - Blkedper 1 0.0000000061027 52
## - TOVperD 1 0.0000000061680 52
## - threePper 1 0.0000000063381 52
## - TOVper 1 0.0000000064402 52
## - threePperD 1 0.0000000064844 52
## - Astper 1 0.0000000067039 52
## - adj_d 1 0.0000000071256 52
## - adj_t_rk 1 0.0000000076439 52
## - barthag 1 0.0000000083263 52
## - ov_elite_sos 1 0.0000000085920 52
## - wab 1 0.0000000117225 52
## <none> 0.0000000049651 54
## + adj_d_rk 1 0.0000000047115 56
## + nc_fut_sos 1 0.0000000047491 56
## + nc_cur_sos 1 0.0000000047491 56
## + RawT 1 0.0000000048133 56
## + ov_fut_sos 1 0.0000000048733 56
## + ov_cur_sos 1 0.0000000048733 56
## + OpAstper 1 0.0000000048950 56
## + barthag_rk 1 0.0000000049074 56
## + EliteSOS 1 0.0000000049212 56
## + PPPDef 1 0.0000000049291 56
## + twoPperD 1 0.0000000049312 56
## + Blkper 1 0.0000000049366 56
## + Op.Ftper 1 0.0000000049392 56
## + Talent 1 0.0000000049430 56
## + FTRateD 1 0.0000000049473 56
## + eFG 1 0.0000000049518 56
## + adj_o 1 0.0000000049630 56
## + FTRate 1 0.0000000049634 56## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=52
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + nc_elite_sos + ov_elite_sos + eFGD. + TOVper + TOVperD +
## Orebper + OpORebper + twoPper + threePper + threePperD +
## Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt +
## Exp + Ftper + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_elite_sos 1 0.0000000054464 50
## - adj_o_rk 1 0.0000000054801 50
## - PPPOff 1 0.0000000056141 50
## - Exp 1 0.0000000057121 50
## - Orebper 1 0.0000000057336 50
## - OpORebper 1 0.0000000058569 50
## - EffHgt 1 0.0000000060169 50
## - threePRateD 1 0.0000000060577 50
## - eFGD. 1 0.0000000060751 50
## - Blkedper 1 0.0000000060797 50
## - twoPper 1 0.0000000060879 50
## - threePRate 1 0.0000000061026 50
## - AvgHgt 1 0.0000000061414 50
## - Ftper 1 0.0000000062891 50
## - threePper 1 0.0000000063422 50
## - TOVper 1 0.0000000064402 50
## - threePperD 1 0.0000000065849 50
## - TOVperD 1 0.0000000066825 50
## - Astper 1 0.0000000068951 50
## - adj_t 1 0.0000000075381 50
## - adj_t_rk 1 0.0000000076230 50
## - adj_d 1 0.0000000084430 50
## - ov_elite_sos 1 0.0000000087427 50
## - barthag 1 0.0000000088691 50
## - wab 1 0.0000000130794 50
## <none> 0.0000000051762 52
## + nc_fut_sos 1 0.0000000047913 54
## + nc_cur_sos 1 0.0000000047913 54
## + ov_fut_sos 1 0.0000000048622 54
## + ov_cur_sos 1 0.0000000048622 54
## + Adj.T 1 0.0000000049651 54
## + OpAstper 1 0.0000000050191 54
## + Blkper 1 0.0000000050476 54
## + Op.Ftper 1 0.0000000050698 54
## + PPPDef 1 0.0000000050708 54
## + FTRate 1 0.0000000050746 54
## + twoPperD 1 0.0000000050812 54
## + eFG 1 0.0000000050967 54
## + adj_d_rk 1 0.0000000051048 54
## + Talent 1 0.0000000051424 54
## + barthag_rk 1 0.0000000051428 54
## + EliteSOS 1 0.0000000051548 54
## + FTRateD 1 0.0000000051583 54
## + RawT 1 0.0000000051801 54
## + adj_o 1 0.0000000051850 54## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=50
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + eFGD. + TOVper + TOVperD + Orebper +
## OpORebper + twoPper + threePper + threePperD + Blkedper +
## Astper + threePRate + threePRateD + AvgHgt + EffHgt + Exp +
## Ftper + PPPOff## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - PPPOff 1 0.0000000056532 48
## - Orebper 1 0.0000000058059 48
## - OpORebper 1 0.0000000058709 48
## - Exp 1 0.0000000060488 48
## - twoPper 1 0.0000000060515 48
## - eFGD. 1 0.0000000060704 48
## - EffHgt 1 0.0000000061245 48
## - adj_o_rk 1 0.0000000063248 48
## - threePper 1 0.0000000063412 48
## - Ftper 1 0.0000000063425 48
## - TOVper 1 0.0000000064295 48
## - Blkedper 1 0.0000000064765 48
## - threePRate 1 0.0000000064880 48
## - AvgHgt 1 0.0000000065186 48
## - threePRateD 1 0.0000000065526 48
## - TOVperD 1 0.0000000066781 48
## - threePperD 1 0.0000000069329 48
## - Astper 1 0.0000000073351 48
## - adj_t 1 0.0000000077623 48
## - adj_t_rk 1 0.0000000078936 48
## - adj_d 1 0.0000000084803 48
## - ov_elite_sos 1 0.0000000098098 48
## - barthag 1 0.0000000109408 48
## - wab 1 0.0000000140680 48
## <none> 0.0000000054464 50
## + nc_elite_sos 1 0.0000000051762 52
## + Op.Ftper 1 0.0000000052824 52
## + EliteSOS 1 0.0000000053114 52
## + Adj.T 1 0.0000000053336 52
## + RawT 1 0.0000000053722 52
## + nc_fut_sos 1 0.0000000053880 52
## + nc_cur_sos 1 0.0000000053880 52
## + FTRateD 1 0.0000000053912 52
## + Talent 1 0.0000000054036 52
## + Blkper 1 0.0000000054081 52
## + twoPperD 1 0.0000000054197 52
## + barthag_rk 1 0.0000000054351 52
## + ov_fut_sos 1 0.0000000054357 52
## + ov_cur_sos 1 0.0000000054357 52
## + eFG 1 0.0000000054375 52
## + FTRate 1 0.0000000054382 52
## + adj_o 1 0.0000000054419 52
## + OpAstper 1 0.0000000054427 52
## + adj_d_rk 1 0.0000000054472 52
## + PPPDef 1 0.0000000054483 52## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=48
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + eFGD. + TOVper + TOVperD + Orebper +
## OpORebper + twoPper + threePper + threePperD + Blkedper +
## Astper + threePRate + threePRateD + AvgHgt + EffHgt + Exp +
## Ftper## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Orebper 1 0.0000000058339 46
## - OpORebper 1 0.0000000059093 46
## - eFGD. 1 0.0000000060895 46
## - EffHgt 1 0.0000000061415 46
## - Exp 1 0.0000000061548 46
## - twoPper 1 0.0000000063502 46
## - Ftper 1 0.0000000064429 46
## - adj_o_rk 1 0.0000000065193 46
## - threePRate 1 0.0000000065426 46
## - AvgHgt 1 0.0000000065473 46
## - threePRateD 1 0.0000000065730 46
## - TOVperD 1 0.0000000067389 46
## - Blkedper 1 0.0000000068035 46
## - threePper 1 0.0000000068045 46
## - threePperD 1 0.0000000069146 46
## - TOVper 1 0.0000000071110 46
## - Astper 1 0.0000000074203 46
## - adj_t_rk 1 0.0000000079046 46
## - adj_t 1 0.0000000079845 46
## - adj_d 1 0.0000000095554 46
## - ov_elite_sos 1 0.0000000098182 46
## - barthag 1 0.0000000110024 46
## - wab 1 0.0000000144435 46
## <none> 0.0000000056532 48
## + PPPOff 1 0.0000000054464 50
## + FTRate 1 0.0000000055747 50
## + OpAstper 1 0.0000000055770 50
## + Op.Ftper 1 0.0000000055981 50
## + PPPDef 1 0.0000000056090 50
## + nc_elite_sos 1 0.0000000056141 50
## + ov_fut_sos 1 0.0000000056196 50
## + ov_cur_sos 1 0.0000000056196 50
## + eFG 1 0.0000000056213 50
## + Blkper 1 0.0000000056251 50
## + nc_fut_sos 1 0.0000000056305 50
## + nc_cur_sos 1 0.0000000056305 50
## + barthag_rk 1 0.0000000056335 50
## + RawT 1 0.0000000056369 50
## + adj_o 1 0.0000000056374 50
## + Talent 1 0.0000000056379 50
## + FTRateD 1 0.0000000056416 50
## + EliteSOS 1 0.0000000056476 50
## + twoPperD 1 0.0000000056530 50
## + adj_d_rk 1 0.0000000056531 50
## + Adj.T 1 0.0000000056548 50## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=46
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + eFGD. + TOVper + TOVperD + OpORebper +
## twoPper + threePper + threePperD + Blkedper + Astper + threePRate +
## threePRateD + AvgHgt + EffHgt + Exp + Ftper## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpORebper 1 0.0000000059581 44
## - eFGD. 1 0.0000000061355 44
## - EffHgt 1 0.0000000063217 44
## - Ftper 1 0.0000000064649 44
## - twoPper 1 0.0000000065767 44
## - Exp 1 0.0000000067243 44
## - threePper 1 0.0000000068290 44
## - TOVperD 1 0.0000000068779 44
## - AvgHgt 1 0.0000000069887 44
## - adj_o_rk 1 0.0000000070088 44
## - threePperD 1 0.0000000070154 44
## - Blkedper 1 0.0000000073587 44
## - TOVper 1 0.0000000073675 44
## - threePRateD 1 0.0000000076513 44
## - threePRate 1 0.0000000078901 44
## - Astper 1 0.0000000079213 44
## - adj_d 1 0.0000000095826 44
## - adj_t 1 0.0000000100146 44
## - ov_elite_sos 1 0.0000000106333 44
## - adj_t_rk 1 0.0000000107537 44
## - barthag 1 0.0000000110222 44
## - wab 1 0.0000000196216 44
## <none> 0.0000000058339 46
## + Orebper 1 0.0000000056532 48
## + PPPDef 1 0.0000000057303 48
## + nc_elite_sos 1 0.0000000057326 48
## + Op.Ftper 1 0.0000000057542 48
## + adj_o 1 0.0000000057586 48
## + ov_fut_sos 1 0.0000000057642 48
## + ov_cur_sos 1 0.0000000057642 48
## + nc_fut_sos 1 0.0000000057657 48
## + nc_cur_sos 1 0.0000000057657 48
## + twoPperD 1 0.0000000057679 48
## + FTRateD 1 0.0000000057682 48
## + FTRate 1 0.0000000057810 48
## + Blkper 1 0.0000000057848 48
## + EliteSOS 1 0.0000000057917 48
## + eFG 1 0.0000000057951 48
## + Adj.T 1 0.0000000057955 48
## + adj_d_rk 1 0.0000000057985 48
## + barthag_rk 1 0.0000000057991 48
## + PPPOff 1 0.0000000058059 48
## + RawT 1 0.0000000058159 48
## + Talent 1 0.0000000058285 48
## + OpAstper 1 0.0000000058363 48## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=44
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + eFGD. + TOVper + TOVperD + twoPper +
## threePper + threePperD + Blkedper + Astper + threePRate +
## threePRateD + AvgHgt + EffHgt + Exp + Ftper## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFGD. 1 0.0000000062692 42
## - EffHgt 1 0.0000000067215 42
## - Ftper 1 0.0000000067589 42
## - Exp 1 0.0000000067778 42
## - threePperD 1 0.0000000070029 42
## - adj_o_rk 1 0.0000000070093 42
## - TOVperD 1 0.0000000071105 42
## - twoPper 1 0.0000000072406 42
## - TOVper 1 0.0000000074569 42
## - AvgHgt 1 0.0000000075387 42
## - Blkedper 1 0.0000000075708 42
## - threePRate 1 0.0000000079786 42
## - Astper 1 0.0000000083566 42
## - threePRateD 1 0.0000000086554 42
## - threePper 1 0.0000000087638 42
## - adj_t 1 0.0000000101420 42
## - adj_t_rk 1 0.0000000108399 42
## - barthag 1 0.0000000112655 42
## - ov_elite_sos 1 0.0000000123792 42
## - adj_d 1 0.0000000130447 42
## - wab 1 0.0000000200647 42
## <none> 0.0000000059581 44
## + PPPDef 1 0.0000000057648 46
## + Adj.T 1 0.0000000058057 46
## + OpORebper 1 0.0000000058339 46
## + Op.Ftper 1 0.0000000058416 46
## + ov_fut_sos 1 0.0000000058501 46
## + ov_cur_sos 1 0.0000000058501 46
## + adj_o 1 0.0000000058894 46
## + FTRateD 1 0.0000000058925 46
## + twoPperD 1 0.0000000058987 46
## + Blkper 1 0.0000000058993 46
## + nc_fut_sos 1 0.0000000059086 46
## + nc_cur_sos 1 0.0000000059086 46
## + Orebper 1 0.0000000059093 46
## + nc_elite_sos 1 0.0000000059345 46
## + PPPOff 1 0.0000000059357 46
## + barthag_rk 1 0.0000000059406 46
## + EliteSOS 1 0.0000000059420 46
## + FTRate 1 0.0000000059477 46
## + eFG 1 0.0000000059479 46
## + RawT 1 0.0000000059501 46
## + adj_d_rk 1 0.0000000059505 46
## + OpAstper 1 0.0000000059524 46
## + Talent 1 0.0000000059708 46## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=42
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + TOVper + TOVperD + twoPper + threePper +
## threePperD + Blkedper + Astper + threePRate + threePRateD +
## AvgHgt + EffHgt + Exp + Ftper## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EffHgt 1 0.0000000070010 40
## - Ftper 1 0.0000000070637 40
## - threePperD 1 0.0000000070714 40
## - adj_o_rk 1 0.0000000071870 40
## - TOVperD 1 0.0000000072749 40
## - TOVper 1 0.0000000074400 40
## - Blkedper 1 0.0000000075985 40
## - Exp 1 0.0000000077204 40
## - twoPper 1 0.0000000078132 40
## - AvgHgt 1 0.0000000081334 40
## - threePRate 1 0.0000000084929 40
## - threePRateD 1 0.0000000087363 40
## - threePper 1 0.0000000090978 40
## - Astper 1 0.0000000093533 40
## - adj_t 1 0.0000000105286 40
## - adj_t_rk 1 0.0000000108850 40
## - ov_elite_sos 1 0.0000000124996 40
## - adj_d 1 0.0000000131491 40
## - barthag 1 0.0000000135937 40
## - wab 1 0.0000000204539 40
## <none> 0.0000000062692 42
## + PPPDef 1 0.0000000057779 44
## + twoPperD 1 0.0000000059399 44
## + eFGD. 1 0.0000000059581 44
## + Blkper 1 0.0000000060275 44
## + ov_fut_sos 1 0.0000000061032 44
## + ov_cur_sos 1 0.0000000061032 44
## + FTRate 1 0.0000000061181 44
## + OpORebper 1 0.0000000061355 44
## + Orebper 1 0.0000000061377 44
## + EliteSOS 1 0.0000000061454 44
## + RawT 1 0.0000000061461 44
## + PPPOff 1 0.0000000061528 44
## + Op.Ftper 1 0.0000000061903 44
## + eFG 1 0.0000000061947 44
## + FTRateD 1 0.0000000062084 44
## + adj_o 1 0.0000000062240 44
## + Talent 1 0.0000000062467 44
## + adj_d_rk 1 0.0000000062474 44
## + Adj.T 1 0.0000000062483 44
## + nc_fut_sos 1 0.0000000062514 44
## + nc_cur_sos 1 0.0000000062514 44
## + barthag_rk 1 0.0000000062599 44
## + OpAstper 1 0.0000000062670 44
## + nc_elite_sos 1 0.0000000062750 44## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=40
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + TOVper + TOVperD + twoPper + threePper +
## threePperD + Blkedper + Astper + threePRate + threePRateD +
## AvgHgt + Exp + Ftper## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePperD 1 0.0000000071404 38
## - TOVperD 1 0.0000000074184 38
## - Ftper 1 0.0000000076332 38
## - adj_o_rk 1 0.0000000080236 38
## - TOVper 1 0.0000000082230 38
## - AvgHgt 1 0.0000000084701 38
## - twoPper 1 0.0000000084936 38
## - Blkedper 1 0.0000000090959 38
## - threePRate 1 0.0000000091139 38
## - threePper 1 0.0000000091243 38
## - Exp 1 0.0000000094129 38
## - Astper 1 0.0000000099640 38
## - threePRateD 1 0.0000000104078 38
## - adj_t 1 0.0000000114256 38
## - adj_t_rk 1 0.0000000133735 38
## - adj_d 1 0.0000000134280 38
## - ov_elite_sos 1 0.0000000136845 38
## - barthag 1 0.0000000147647 38
## - wab 1 0.0000000227251 38
## <none> 0.0000000070010 40
## + EffHgt 1 0.0000000062692 42
## + PPPDef 1 0.0000000065050 42
## + twoPperD 1 0.0000000067095 42
## + eFGD. 1 0.0000000067215 42
## + adj_d_rk 1 0.0000000068024 42
## + Talent 1 0.0000000068201 42
## + barthag_rk 1 0.0000000068239 42
## + adj_o 1 0.0000000068424 42
## + Adj.T 1 0.0000000068534 42
## + OpORebper 1 0.0000000068895 42
## + PPPOff 1 0.0000000068927 42
## + Op.Ftper 1 0.0000000069086 42
## + FTRate 1 0.0000000069138 42
## + RawT 1 0.0000000069192 42
## + Blkper 1 0.0000000069216 42
## + ov_fut_sos 1 0.0000000069231 42
## + ov_cur_sos 1 0.0000000069231 42
## + Orebper 1 0.0000000069322 42
## + eFG 1 0.0000000069633 42
## + nc_fut_sos 1 0.0000000069672 42
## + nc_cur_sos 1 0.0000000069672 42
## + FTRateD 1 0.0000000069692 42
## + OpAstper 1 0.0000000069872 42
## + nc_elite_sos 1 0.0000000069929 42
## + EliteSOS 1 0.0000000070088 42## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=38
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + TOVper + TOVperD + twoPper + threePper +
## Blkedper + Astper + threePRate + threePRateD + AvgHgt + Exp +
## Ftper## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - TOVperD 1 0.0000000077323 36
## - Ftper 1 0.0000000080501 36
## - TOVper 1 0.0000000084739 36
## - adj_o_rk 1 0.0000000084971 36
## - twoPper 1 0.0000000086366 36
## - AvgHgt 1 0.0000000091492 36
## - threePper 1 0.0000000092242 36
## - Exp 1 0.0000000094939 36
## - Blkedper 1 0.0000000100910 36
## - threePRate 1 0.0000000105849 36
## - Astper 1 0.0000000119347 36
## - threePRateD 1 0.0000000123153 36
## - adj_t 1 0.0000000129320 36
## - adj_t_rk 1 0.0000000141891 36
## - barthag 1 0.0000000155943 36
## - adj_d 1 0.0000000162328 36
## - ov_elite_sos 1 0.0000000178169 36
## - wab 1 0.0000000229304 36
## <none> 0.0000000071404 38
## + twoPperD 1 0.0000000067155 40
## + barthag_rk 1 0.0000000069309 40
## + PPPOff 1 0.0000000069608 40
## + threePperD 1 0.0000000070010 40
## + Orebper 1 0.0000000070194 40
## + adj_o 1 0.0000000070508 40
## + Talent 1 0.0000000070519 40
## + EffHgt 1 0.0000000070714 40
## + eFGD. 1 0.0000000070737 40
## + PPPDef 1 0.0000000070825 40
## + ov_fut_sos 1 0.0000000070863 40
## + ov_cur_sos 1 0.0000000070863 40
## + Blkper 1 0.0000000070890 40
## + OpAstper 1 0.0000000070933 40
## + RawT 1 0.0000000070953 40
## + eFG 1 0.0000000071023 40
## + FTRate 1 0.0000000071067 40
## + Op.Ftper 1 0.0000000071105 40
## + FTRateD 1 0.0000000071183 40
## + OpORebper 1 0.0000000071188 40
## + Adj.T 1 0.0000000071192 40
## + EliteSOS 1 0.0000000071226 40
## + adj_d_rk 1 0.0000000071321 40
## + nc_fut_sos 1 0.0000000071412 40
## + nc_cur_sos 1 0.0000000071412 40
## + nc_elite_sos 1 0.0000000071481 40## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=36
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + TOVper + twoPper + threePper + Blkedper +
## Astper + threePRate + threePRateD + AvgHgt + Exp + Ftper## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Ftper 1 0.0000000088023 34
## - adj_o_rk 1 0.0000000089852 34
## - threePper 1 0.0000000092958 34
## - TOVper 1 0.0000000093031 34
## - twoPper 1 0.0000000094806 34
## - Exp 1 0.0000000102498 34
## - AvgHgt 1 0.0000000106646 34
## - threePRate 1 0.0000000107876 34
## - Blkedper 1 0.0000000114747 34
## - Astper 1 0.0000000119792 34
## - adj_t 1 0.0000000150590 34
## - threePRateD 1 0.0000000160462 34
## - barthag 1 0.0000000165384 34
## - ov_elite_sos 1 0.0000000179266 34
## - adj_d 1 0.0000000182491 34
## - adj_t_rk 1 0.0000000215879 34
## - wab 1 0.0000000229672 34
## <none> 0.0000000077323 36
## + TOVperD 1 0.0000000071404 38
## + twoPperD 1 0.0000000072673 38
## + PPPDef 1 0.0000000073238 38
## + OpAstper 1 0.0000000073577 38
## + Blkper 1 0.0000000073666 38
## + OpORebper 1 0.0000000073954 38
## + barthag_rk 1 0.0000000074131 38
## + threePperD 1 0.0000000074184 38
## + FTRateD 1 0.0000000075073 38
## + eFGD. 1 0.0000000075349 38
## + FTRate 1 0.0000000075459 38
## + Orebper 1 0.0000000075732 38
## + eFG 1 0.0000000075783 38
## + RawT 1 0.0000000075954 38
## + EliteSOS 1 0.0000000075959 38
## + Talent 1 0.0000000076000 38
## + EffHgt 1 0.0000000076110 38
## + adj_o 1 0.0000000076217 38
## + PPPOff 1 0.0000000076487 38
## + nc_fut_sos 1 0.0000000076813 38
## + nc_cur_sos 1 0.0000000076813 38
## + Op.Ftper 1 0.0000000076888 38
## + ov_fut_sos 1 0.0000000076947 38
## + ov_cur_sos 1 0.0000000076947 38
## + adj_d_rk 1 0.0000000077035 38
## + nc_elite_sos 1 0.0000000077202 38
## + Adj.T 1 0.0000000077413 38## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=34
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + TOVper + twoPper + threePper + Blkedper +
## Astper + threePRate + threePRateD + AvgHgt + Exp## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePper 1 0.000000009458 32
## - twoPper 1 0.000000009489 32
## - TOVper 1 0.000000010577 32
## - Exp 1 0.000000010984 32
## - threePRate 1 0.000000012334 32
## - Blkedper 1 0.000000012926 32
## - AvgHgt 1 0.000000013772 32
## - Astper 1 0.000000013838 32
## - adj_o_rk 1 0.000000014004 32
## - threePRateD 1 0.000000017495 32
## - adj_t 1 0.000000018687 32
## - ov_elite_sos 1 0.000000019641 32
## - adj_d 1 0.000000024008 32
## - barthag 1 0.000000025449 32
## - wab 1 0.000000028231 32
## - adj_t_rk 1 0.000000047031 32
## <none> 0.000000008802 34
## + OpAstper 1 0.000000007521 36
## + Ftper 1 0.000000007732 36
## + adj_o 1 0.000000008018 36
## + TOVperD 1 0.000000008050 36
## + Op.Ftper 1 0.000000008065 36
## + threePperD 1 0.000000008204 36
## + FTRate 1 0.000000008218 36
## + EliteSOS 1 0.000000008224 36
## + Orebper 1 0.000000008228 36
## + Talent 1 0.000000008229 36
## + Blkper 1 0.000000008279 36
## + RawT 1 0.000000008471 36
## + nc_fut_sos 1 0.000000008498 36
## + nc_cur_sos 1 0.000000008498 36
## + FTRateD 1 0.000000008517 36
## + eFG 1 0.000000008598 36
## + adj_d_rk 1 0.000000008634 36
## + barthag_rk 1 0.000000008657 36
## + EffHgt 1 0.000000008657 36
## + PPPOff 1 0.000000008658 36
## + twoPperD 1 0.000000008660 36
## + ov_fut_sos 1 0.000000008710 36
## + ov_cur_sos 1 0.000000008710 36
## + eFGD. 1 0.000000008721 36
## + nc_elite_sos 1 0.000000008776 36
## + Adj.T 1 0.000000008790 36
## + OpORebper 1 0.000000008791 36
## + PPPDef 1 0.000000008825 36## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=32
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + TOVper + twoPper + Blkedper + Astper +
## threePRate + threePRateD + AvgHgt + Exp## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPper 1 0.000000009719 30
## - Exp 1 0.000000011531 30
## - TOVper 1 0.000000011808 30
## - threePRate 1 0.000000013845 30
## - AvgHgt 1 0.000000014563 30
## - Blkedper 1 0.000000015238 30
## - Astper 1 0.000000015599 30
## - adj_o_rk 1 0.000000016101 30
## - threePRateD 1 0.000000019940 30
## - adj_t 1 0.000000023456 30
## - barthag 1 0.000000025664 30
## - ov_elite_sos 1 0.000000028251 30
## - wab 1 0.000000028374 30
## - adj_d 1 0.000000029281 30
## - adj_t_rk 1 0.000000061537 30
## <none> 0.000000009458 32
## + FTRate 1 0.000000008447 34
## + Op.Ftper 1 0.000000008470 34
## + Blkper 1 0.000000008575 34
## + eFG 1 0.000000008758 34
## + threePper 1 0.000000008802 34
## + Talent 1 0.000000008918 34
## + OpORebper 1 0.000000009039 34
## + Orebper 1 0.000000009189 34
## + threePperD 1 0.000000009282 34
## + Ftper 1 0.000000009296 34
## + twoPperD 1 0.000000009306 34
## + TOVperD 1 0.000000009309 34
## + barthag_rk 1 0.000000009317 34
## + PPPOff 1 0.000000009330 34
## + EffHgt 1 0.000000009350 34
## + RawT 1 0.000000009355 34
## + EliteSOS 1 0.000000009356 34
## + nc_fut_sos 1 0.000000009390 34
## + nc_cur_sos 1 0.000000009390 34
## + FTRateD 1 0.000000009406 34
## + ov_fut_sos 1 0.000000009410 34
## + ov_cur_sos 1 0.000000009410 34
## + eFGD. 1 0.000000009425 34
## + OpAstper 1 0.000000009429 34
## + adj_o 1 0.000000009441 34
## + nc_elite_sos 1 0.000000009441 34
## + Adj.T 1 0.000000009453 34
## + adj_d_rk 1 0.000000009467 34
## + PPPDef 1 0.000000009495 34## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=30
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + TOVper + Blkedper + Astper + threePRate +
## threePRateD + AvgHgt + Exp## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - TOVper 1 0.000000011902 28
## - Exp 1 0.000000012087 28
## - AvgHgt 1 0.000000014647 28
## - Blkedper 1 0.000000016660 28
## - adj_o_rk 1 0.000000017897 28
## - Astper 1 0.000000019157 28
## - threePRate 1 0.000000019434 28
## - threePRateD 1 0.000000020324 28
## - barthag 1 0.000000025667 28
## - ov_elite_sos 1 0.000000028739 28
## - adj_t 1 0.000000030844 28
## - adj_d 1 0.000000038311 28
## - wab 1 0.000000045673 28
## - adj_t_rk 1 0.000000067041 28
## <none> 0.000000009719 30
## + Op.Ftper 1 0.000000008522 32
## + eFG 1 0.000000008952 32
## + Blkper 1 0.000000008956 32
## + Talent 1 0.000000009234 32
## + Orebper 1 0.000000009313 32
## + TOVperD 1 0.000000009328 32
## + FTRate 1 0.000000009363 32
## + twoPper 1 0.000000009458 32
## + threePper 1 0.000000009489 32
## + barthag_rk 1 0.000000009510 32
## + PPPOff 1 0.000000009545 32
## + twoPperD 1 0.000000009547 32
## + FTRateD 1 0.000000009581 32
## + Adj.T 1 0.000000009615 32
## + threePperD 1 0.000000009622 32
## + nc_elite_sos 1 0.000000009664 32
## + adj_d_rk 1 0.000000009666 32
## + PPPDef 1 0.000000009671 32
## + OpAstper 1 0.000000009671 32
## + ov_fut_sos 1 0.000000009672 32
## + ov_cur_sos 1 0.000000009672 32
## + EffHgt 1 0.000000009679 32
## + OpORebper 1 0.000000009685 32
## + RawT 1 0.000000009698 32
## + Ftper 1 0.000000009706 32
## + nc_fut_sos 1 0.000000009711 32
## + nc_cur_sos 1 0.000000009711 32
## + adj_o 1 0.000000009713 32
## + eFGD. 1 0.000000009714 32
## + EliteSOS 1 0.000000009719 32## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=28
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + Blkedper + Astper + threePRate + threePRateD +
## AvgHgt + Exp## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Exp 1 0.000000013933 26
## - AvgHgt 1 0.000000016682 26
## - Blkedper 1 0.000000017982 26
## - adj_o_rk 1 0.000000018121 26
## - threePRate 1 0.000000021551 26
## - Astper 1 0.000000021615 26
## - ov_elite_sos 1 0.000000029065 26
## - barthag 1 0.000000030270 26
## - threePRateD 1 0.000000032858 26
## - adj_t 1 0.000000037676 26
## - adj_d 1 0.000000039168 26
## - wab 1 0.000000048612 26
## - adj_t_rk 1 0.000000086073 26
## <none> 0.000000011902 28
## + TOVper 1 0.000000009719 30
## + Op.Ftper 1 0.000000010555 30
## + Orebper 1 0.000000010935 30
## + Blkper 1 0.000000011068 30
## + threePper 1 0.000000011173 30
## + Talent 1 0.000000011240 30
## + nc_fut_sos 1 0.000000011256 30
## + nc_cur_sos 1 0.000000011256 30
## + eFG 1 0.000000011289 30
## + PPPOff 1 0.000000011313 30
## + Ftper 1 0.000000011415 30
## + ov_fut_sos 1 0.000000011425 30
## + ov_cur_sos 1 0.000000011425 30
## + OpORebper 1 0.000000011443 30
## + adj_d_rk 1 0.000000011555 30
## + Adj.T 1 0.000000011571 30
## + EffHgt 1 0.000000011610 30
## + barthag_rk 1 0.000000011664 30
## + threePperD 1 0.000000011698 30
## + adj_o 1 0.000000011714 30
## + RawT 1 0.000000011726 30
## + FTRate 1 0.000000011728 30
## + nc_elite_sos 1 0.000000011748 30
## + FTRateD 1 0.000000011784 30
## + twoPper 1 0.000000011808 30
## + OpAstper 1 0.000000011836 30
## + TOVperD 1 0.000000011841 30
## + EliteSOS 1 0.000000011852 30
## + eFGD. 1 0.000000011899 30
## + PPPDef 1 0.000000011937 30
## + twoPperD 1 0.000000011939 30## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=26
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + Blkedper + Astper + threePRate + threePRateD +
## AvgHgt## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkedper 1 0.000000018101 24
## - adj_o_rk 1 0.000000020655 24
## - threePRate 1 0.000000022225 24
## - AvgHgt 1 0.000000025681 24
## - Astper 1 0.000000027536 24
## - barthag 1 0.000000035078 24
## - adj_t 1 0.000000047842 24
## - adj_d 1 0.000000053132 24
## - threePRateD 1 0.000000065638 24
## - wab 1 0.000000079731 24
## - ov_elite_sos 1 0.000000103547 24
## - adj_t_rk 1 0.000000124992 24
## <none> 0.000000013933 26
## + Talent 1 0.000000011269 28
## + Adj.T 1 0.000000011505 28
## + threePper 1 0.000000011651 28
## + PPPOff 1 0.000000011898 28
## + Exp 1 0.000000011902 28
## + Blkper 1 0.000000011940 28
## + TOVper 1 0.000000012087 28
## + EffHgt 1 0.000000012190 28
## + nc_elite_sos 1 0.000000012430 28
## + Op.Ftper 1 0.000000012618 28
## + nc_fut_sos 1 0.000000012735 28
## + nc_cur_sos 1 0.000000012735 28
## + twoPper 1 0.000000013054 28
## + adj_d_rk 1 0.000000013057 28
## + eFG 1 0.000000013098 28
## + twoPperD 1 0.000000013246 28
## + PPPDef 1 0.000000013263 28
## + OpORebper 1 0.000000013290 28
## + Ftper 1 0.000000013311 28
## + eFGD. 1 0.000000013314 28
## + EliteSOS 1 0.000000013369 28
## + RawT 1 0.000000013530 28
## + FTRate 1 0.000000013549 28
## + threePperD 1 0.000000013696 28
## + ov_fut_sos 1 0.000000013771 28
## + ov_cur_sos 1 0.000000013771 28
## + FTRateD 1 0.000000013779 28
## + adj_o 1 0.000000013818 28
## + OpAstper 1 0.000000013869 28
## + Orebper 1 0.000000013934 28
## + TOVperD 1 0.000000013940 28
## + barthag_rk 1 0.000000013970 28## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=24
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + Astper + threePRate + threePRateD +
## AvgHgt## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRate 1 0.00000002218 22
## - adj_o_rk 1 0.00000002777 22
## - Astper 1 0.00000004069 22
## - AvgHgt 1 0.00000004307 22
## - barthag 1 0.00000004515 22
## - adj_d 1 0.00000007614 22
## - wab 1 0.00000013823 22
## - threePRateD 1 0.00000022483 22
## - adj_t 1 0.00000024288 22
## - adj_t_rk 1 0.00000092227 22
## - ov_elite_sos 1 0.00000102362 22
## <none> 0.00000001810 24
## + threePper 1 0.00000001348 26
## + Blkper 1 0.00000001382 26
## + Blkedper 1 0.00000001393 26
## + Op.Ftper 1 0.00000001482 26
## + twoPper 1 0.00000001549 26
## + OpORebper 1 0.00000001582 26
## + PPPDef 1 0.00000001652 26
## + threePperD 1 0.00000001676 26
## + Talent 1 0.00000001676 26
## + OpAstper 1 0.00000001681 26
## + twoPperD 1 0.00000001685 26
## + Adj.T 1 0.00000001697 26
## + PPPOff 1 0.00000001697 26
## + EffHgt 1 0.00000001722 26
## + eFGD. 1 0.00000001739 26
## + RawT 1 0.00000001743 26
## + eFG 1 0.00000001750 26
## + nc_elite_sos 1 0.00000001765 26
## + ov_fut_sos 1 0.00000001766 26
## + ov_cur_sos 1 0.00000001766 26
## + FTRate 1 0.00000001770 26
## + Ftper 1 0.00000001773 26
## + adj_o 1 0.00000001793 26
## + adj_d_rk 1 0.00000001795 26
## + TOVper 1 0.00000001796 26
## + Exp 1 0.00000001798 26
## + barthag_rk 1 0.00000001799 26
## + EliteSOS 1 0.00000001804 26
## + FTRateD 1 0.00000001807 26
## + nc_fut_sos 1 0.00000001810 26
## + nc_cur_sos 1 0.00000001810 26
## + Orebper 1 0.00000001813 26
## + TOVperD 1 0.00000001817 26## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=22
## conf_winner ~ barthag + adj_o_rk + adj_d + adj_t + adj_t_rk +
## wab + ov_elite_sos + Astper + threePRateD + AvgHgt## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o_rk 1 0.000 20.000
## - barthag 1 0.000 20.000
## - Astper 1 0.000 20.000
## - AvgHgt 1 0.000 20.000
## - adj_d 1 0.000 20.000
## - adj_t 1 0.000 20.000
## - threePRateD 1 0.000 20.000
## - ov_elite_sos 1 0.000 20.000
## - adj_t_rk 1 0.000 20.000
## <none> 0.000 22.000
## + threePper 1 0.000 24.000
## + OpORebper 1 0.000 24.000
## + Op.Ftper 1 0.000 24.000
## + Adj.T 1 0.000 24.000
## + twoPper 1 0.000 24.000
## + threePRate 1 0.000 24.000
## + Ftper 1 0.000 24.000
## + RawT 1 0.000 24.000
## + threePperD 1 0.000 24.000
## + Blkper 1 0.000 24.000
## + eFG 1 0.000 24.000
## + nc_fut_sos 1 0.000 24.000
## + nc_cur_sos 1 0.000 24.000
## + FTRate 1 0.000 24.000
## + PPPOff 1 0.000 24.000
## + ov_fut_sos 1 0.000 24.000
## + ov_cur_sos 1 0.000 24.000
## + adj_o 1 0.000 24.000
## + TOVper 1 0.000 24.000
## + barthag_rk 1 0.000 24.000
## + EffHgt 1 0.000 24.000
## + Talent 1 0.000 24.000
## + Exp 1 0.000 24.000
## + OpAstper 1 0.000 24.000
## + EliteSOS 1 0.000 24.000
## + twoPperD 1 0.000 24.000
## + nc_elite_sos 1 0.000 24.000
## + Orebper 1 0.000 24.000
## + PPPDef 1 0.000 24.000
## + eFGD. 1 0.000 24.000
## + FTRateD 1 0.000 24.000
## + TOVperD 1 0.000 24.000
## + Blkedper 1 0.000 24.000
## + adj_d_rk 1 0.000 24.000
## - wab 1 17.554 37.554## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=20
## conf_winner ~ barthag + adj_d + adj_t + adj_t_rk + wab + ov_elite_sos +
## Astper + threePRateD + AvgHgt## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag 1 0.000 18.000
## - Astper 1 0.000 18.000
## - adj_d 1 0.000 18.000
## - AvgHgt 1 0.000 18.000
## - adj_t 1 0.000 18.000
## - threePRateD 1 0.000 18.000
## <none> 0.000 20.000
## + eFG 1 0.000 22.000
## + Ftper 1 0.000 22.000
## + Blkper 1 0.000 22.000
## + PPPOff 1 0.000 22.000
## + threePper 1 0.000 22.000
## + OpORebper 1 0.000 22.000
## + adj_o_rk 1 0.000 22.000
## + FTRateD 1 0.000 22.000
## + Op.Ftper 1 0.000 22.000
## + Orebper 1 0.000 22.000
## + adj_o 1 0.000 22.000
## + threePperD 1 0.000 22.000
## + FTRate 1 0.000 22.000
## + Blkedper 1 0.000 22.000
## + OpAstper 1 0.000 22.000
## + RawT 1 0.000 22.000
## + adj_d_rk 1 0.000 22.000
## + nc_fut_sos 1 0.000 22.000
## + nc_cur_sos 1 0.000 22.000
## + nc_elite_sos 1 0.000 22.000
## + ov_fut_sos 1 0.000 22.000
## + ov_cur_sos 1 0.000 22.000
## + EffHgt 1 0.000 22.000
## + Adj.T 1 0.000 22.000
## + twoPperD 1 0.000 22.000
## + Exp 1 0.000 22.000
## + TOVperD 1 0.000 22.000
## + Talent 1 0.000 22.000
## + twoPper 1 0.000 22.000
## + EliteSOS 1 0.000 22.000
## + PPPDef 1 0.000 22.000
## + eFGD. 1 0.000 22.000
## + TOVper 1 0.000 22.000
## + barthag_rk 1 0.000 22.000
## + threePRate 1 0.000 22.000
## - adj_t_rk 1 10.300 28.300
## - ov_elite_sos 1 18.294 36.294
## - wab 1 26.447 44.447## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=18
## conf_winner ~ adj_d + adj_t + adj_t_rk + wab + ov_elite_sos +
## Astper + threePRateD + AvgHgt## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d 1 0.000 16.000
## - Astper 1 0.000 16.000
## - AvgHgt 1 0.000 16.000
## - adj_t 1 0.000 16.000
## <none> 0.000 18.000
## + barthag 1 0.000 20.000
## + barthag_rk 1 0.000 20.000
## + Ftper 1 0.000 20.000
## + adj_o 1 0.000 20.000
## + EffHgt 1 0.000 20.000
## + eFGD. 1 0.000 20.000
## + PPPDef 1 0.000 20.000
## + Blkper 1 0.000 20.000
## + FTRateD 1 0.000 20.000
## + Talent 1 0.000 20.000
## + threePper 1 0.000 20.000
## + TOVper 1 0.000 20.000
## + Adj.T 1 0.000 20.000
## + twoPper 1 0.000 20.000
## + Op.Ftper 1 0.000 20.000
## + twoPperD 1 0.000 20.000
## + OpAstper 1 0.000 20.000
## + Blkedper 1 0.000 20.000
## + Orebper 1 0.000 20.000
## + PPPOff 1 0.000 20.000
## + threePperD 1 0.000 20.000
## + Exp 1 0.000 20.000
## + TOVperD 1 0.000 20.000
## + EliteSOS 1 0.000 20.000
## + adj_o_rk 1 0.000 20.000
## + nc_fut_sos 1 0.000 20.000
## + nc_cur_sos 1 0.000 20.000
## + adj_d_rk 1 0.000 20.000
## + OpORebper 1 0.000 20.000
## + ov_fut_sos 1 0.000 20.000
## + ov_cur_sos 1 0.000 20.000
## + threePRate 1 0.000 20.000
## + RawT 1 0.000 20.000
## + nc_elite_sos 1 0.000 20.000
## + eFG 1 0.000 20.000
## + FTRate 1 0.000 20.000
## - adj_t_rk 1 11.143 27.143
## - threePRateD 1 11.579 27.579
## - ov_elite_sos 1 21.085 37.085
## - wab 1 34.906 50.906## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=16
## conf_winner ~ adj_t + adj_t_rk + wab + ov_elite_sos + Astper +
## threePRateD + AvgHgt## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## <none> 0.00 16.00
## + Blkper 1 0.00 18.00
## + TOVperD 1 0.00 18.00
## + Blkedper 1 0.00 18.00
## + adj_d 1 0.00 18.00
## + FTRate 1 0.00 18.00
## + nc_fut_sos 1 0.00 18.00
## + nc_cur_sos 1 0.00 18.00
## + Exp 1 0.00 18.00
## + eFG 1 0.00 18.00
## + Orebper 1 0.00 18.00
## + adj_d_rk 1 0.00 18.00
## + Op.Ftper 1 0.00 18.00
## + PPPDef 1 0.00 18.00
## + FTRateD 1 0.00 18.00
## + ov_fut_sos 1 0.00 18.00
## + ov_cur_sos 1 0.00 18.00
## + threePRate 1 0.00 18.00
## + nc_elite_sos 1 0.00 18.00
## + TOVper 1 0.00 18.00
## + adj_o 1 0.00 18.00
## + threePperD 1 0.00 18.00
## + EffHgt 1 0.00 18.00
## + twoPper 1 0.00 18.00
## + threePper 1 0.00 18.00
## + eFGD. 1 0.00 18.00
## + barthag 1 0.00 18.00
## + barthag_rk 1 0.00 18.00
## + OpORebper 1 0.00 18.00
## + Talent 1 0.00 18.00
## + EliteSOS 1 0.00 18.00
## + PPPOff 1 0.00 18.00
## + twoPperD 1 0.00 18.00
## + OpAstper 1 0.00 18.00
## + Adj.T 1 0.00 18.00
## + Ftper 1 0.00 18.00
## + RawT 1 0.00 18.00
## - adj_t 1 6.87 20.87
## - adj_t_rk 1 11.73 25.73
## - Astper 1 12.59 26.59
## - threePRateD 1 13.43 27.43
## - AvgHgt 1 13.47 27.47
## - ov_elite_sos 1 21.10 35.10
## - wab 1 62.81 76.81
## + adj_o_rk 1 504.61 522.61summary(SEC.lm.stepwise)##
## Call:
## glm(formula = conf_winner ~ adj_t + adj_t_rk + wab + ov_elite_sos +
## Astper + threePRateD + AvgHgt, family = "binomial", data = SEC_train.df,
## na.action = na.exclude)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -14846.250 6308919.064 -0.002 0.998
## adj_t 24.427 28568.683 0.001 0.999
## adj_t_rk 1.075 856.606 0.001 0.999
## wab 96.830 9852.439 0.010 0.992
## ov_elite_sos -37.143 5780.657 -0.006 0.995
## Astper 15.506 7834.578 0.002 0.998
## threePRateD -24.310 2258.018 -0.011 0.991
## AvgHgt 175.581 52182.620 0.003 0.997
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 81.63961944752 on 170 degrees of freedom
## Residual deviance: 0.00000030431 on 163 degrees of freedom
## AIC: 16
##
## Number of Fisher Scoring iterations: 25#accuracy
SEC.lm.step.pred <- predict(SEC.lm.stepwise, SEC_valid.df, na.action = na.pass)
accuracy(SEC.lm.step.pred, SEC_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set 643.3614 813.6019 701.1438 NaN InfPAC 12 Conference
In this section, our group is splitting the “PAC.df” dataframe that we created by filtering for only teams in the PAC 12 conference into a training set (80%) and validation set (20%)
PAC.df <- team.df2024 %>%
filter(conf == "P12" |
conf == "P10")
RNGkind(sample.kind="Rounding")## Warning in RNGkind(sample.kind = "Rounding"): non-uniform 'Rounding' sampler
## usedset.seed(123)
PACtrain.index <- sample(c(1:dim(PAC.df)[1]), dim(PAC.df)[1]*0.8)
PAC_train.df <-PAC.df[PACtrain.index, ]
PAC_valid.df <- PAC.df[-PACtrain.index, ]
head(PAC_train.df)## team year conf conf_winner barthag barthag_rk adj_o adj_o_rk
## 1: Colorado 2016 P12 0 0.807181 59 107.805 108
## 2: Utah 2016 P12 0 0.880728 32 115.763 23
## 3: Oregon 2022 P12 0 0.770482 71 109.649 49
## 4: Washington 2015 P12 0 0.635538 112 107.093 82
## 5: Washington St. 2009 P10 0 0.865232 37 103.565 130
## 6: Arizona 2016 P12 0 0.902179 21 116.056 22
## adj_d adj_d_rk adj_t adj_t_rk wab nc_elite_sos nc_fut_sos
## 1: 95.1852 29 69.9012 121 0.6891338 16 0.4880
## 2: 97.2893 55 66.8903 278 5.6442322 25 0.5649
## 3: 98.6891 112 67.6550 139 -2.3835486 22 0.5527
## 4: 102.0380 163 66.0242 116 -4.5580406 13 0.4352
## 5: 88.1031 6 59.1309 340 -1.3848769 22 0.5101
## 6: 95.6681 35 69.0497 164 3.4021828 15 0.4840
## nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos eFG eFGD. FTRate FTRateD
## 1: 0.4880 28 0.6662 0.6662 48.4 46.8 40.5 35.7
## 2: 0.5649 32 0.7088 0.7088 55.1 48.0 37.9 23.0
## 3: 0.5527 27 0.6591 0.6591 51.1 49.6 29.7 29.1
## 4: 0.4352 25 0.6302 0.6302 49.3 47.1 33.9 31.7
## 5: 0.5101 35 0.7092 0.7092 48.8 44.7 27.0 33.7
## 6: 0.4840 27 0.6626 0.6626 53.6 46.2 43.8 29.3
## TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1: 18.8 15.4 34.8 24.8 70.9 43.9 44.3 38.6 35.3
## 2: 18.2 15.3 29.2 27.8 67.2 55.5 44.5 36.3 37.1
## 3: 17.1 19.2 29.9 31.1 68.4 51.6 50.2 33.5 32.4
## 4: 17.5 16.8 31.4 33.2 66.2 48.9 46.0 33.4 33.0
## 5: 19.2 17.6 27.3 25.0 59.0 47.5 40.0 34.5 36.2
## 6: 18.2 16.0 35.0 24.9 69.9 52.2 45.7 38.1 31.6
## Blkper Blkedper Astper OpAstper threePRate threePRateD Adj.T AvgHgt EffHgt
## 1: 11.7 11.3 52.9 41.8 32.1 28.8 69.014 78.037 81.146
## 2: 9.8 10.4 56.6 41.7 37.3 31.9 66.011 77.564 81.582
## 3: 9.3 7.1 44.9 50.0 35.8 37.1 67.653 78.126 81.244
## 4: 11.7 8.2 53.7 47.8 33.1 29.5 65.408 77.857 81.216
## 5: 13.1 6.3 57.3 51.4 31.8 33.0 57.989 78.094 80.559
## 6: 11.3 8.4 51.3 48.3 29.4 31.3 68.166 78.309 82.474
## Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.771 53.765 73.3 68.8 1.053 0.991 27.187
## 2: 2.011 34.826 72.4 72.4 1.116 1.018 31.120
## 3: 2.267 67.189 68.1 70.7 1.050 1.021 27.748
## 4: 1.787 44.978 68.3 69.2 1.033 1.022 24.066
## 5: 1.828 36.217 76.9 70.5 0.997 0.933 34.214
## 6: 2.016 66.359 72.1 71.3 1.128 0.966 26.100head(PAC_valid.df)## team year conf conf_winner barthag barthag_rk adj_o adj_o_rk
## 1: Arizona 2009 P10 0 0.860972 40 117.724 5
## 2: Arizona 2010 P10 0 0.730096 91 107.127 86
## 3: Arizona 2022 P12 1 0.934109 9 118.038 7
## 4: Arizona St. 2010 P10 0 0.870224 41 109.828 54
## 5: Arizona St. 2016 P12 0 0.713069 96 108.262 97
## 6: Arizona St. 2021 P12 0 0.744254 83 108.189 69
## adj_d adj_d_rk adj_t adj_t_rk wab nc_elite_sos nc_fut_sos
## 1: 100.4630 155 65.6669 220 0.75215745 22 0.5741
## 2: 98.2466 108 68.9798 86 -3.62653436 28 0.6828
## 3: 93.7315 35 72.2585 9 8.76115921 22 0.5134
## 4: 93.0788 38 62.4044 326 0.08397096 21 0.5086
## 5: 100.0230 110 68.8897 172 -4.17452372 24 0.6253
## 6: 98.5924 97 72.7075 19 -2.89832374 24 0.6277
## nc_cur_sos ov_elite_sos ov_fut_sos ov_cur_sos eFG eFGD. FTRate FTRateD
## 1: 0.5741 36 0.7415 0.7415 53.0 51.0 37.5 25.1
## 2: 0.6828 30 0.7268 0.7268 50.1 48.7 44.3 38.3
## 3: 0.5134 26 0.6481 0.6481 55.6 44.4 34.9 24.0
## 4: 0.5086 25 0.6398 0.6398 53.4 45.6 38.0 34.8
## 5: 0.6253 30 0.7149 0.7149 48.1 52.0 37.8 38.1
## 6: 0.6277 34 0.7565 0.7565 49.2 52.5 33.3 36.1
## TOVper TOVperD Orebper OpORebper RawT twoPper twoPperD threePper threePperD
## 1: 19.4 18.4 35.9 34.4 64.8 51.0 50.0 38.7 34.9
## 2: 20.1 18.4 29.6 31.5 68.5 48.4 49.5 35.8 31.4
## 3: 18.3 17.4 34.7 28.6 72.7 57.0 41.8 35.3 32.8
## 4: 19.1 20.8 28.3 31.0 62.1 51.9 44.5 36.9 31.7
## 5: 17.1 18.3 31.5 27.8 69.8 46.6 51.4 33.6 35.4
## 6: 15.0 20.7 21.4 30.1 72.6 48.8 51.5 33.3 36.2
## Blkper Blkedper Astper OpAstper threePRate threePRateD Adj.T AvgHgt EffHgt
## 1: 8.7 6.0 55.7 61.8 29.0 41.0 64.539 77.277 80.600
## 2: 6.4 9.5 51.5 50.2 32.2 31.9 67.482 76.281 79.582
## 3: 13.4 7.3 65.0 47.2 35.9 34.7 72.257 79.442 83.030
## 4: 7.2 8.9 62.0 59.7 44.7 33.8 60.902 76.467 79.687
## 5: 7.3 12.9 50.9 58.2 39.4 34.9 68.006 77.224 79.763
## 6: 8.8 8.2 49.8 55.6 35.4 36.3 72.707 76.284 80.280
## Exp Talent Ftper Op.Ftper PPPOff PPPDef EliteSOS
## 1: 1.402 80.614 73.8 69.0 1.109 1.062 35.012
## 2: 1.000 80.493 73.3 69.5 1.026 1.028 29.042
## 3: 1.191 69.260 73.9 67.4 1.147 0.929 26.248
## 4: 1.969 55.518 71.2 68.3 1.074 0.945 24.719
## 5: 2.083 38.378 68.7 70.0 1.042 1.051 29.523
## 6: 1.991 60.672 72.8 74.6 1.015 1.052 33.949Logistic Regression
options(scipen = 999)
PAC.lm <- glm(conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS, data = PAC_train.df, family = "binomial", na.action = na.exclude)## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurredPAC.lm##
## Call: glm(formula = conf_winner ~ barthag + barthag_rk + adj_o_rk +
## adj_o + adj_d + adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos +
## nc_fut_sos + nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS, family = "binomial", data = PAC_train.df,
## na.action = na.exclude)
##
## Coefficients:
## (Intercept) barthag barthag_rk adj_o_rk adj_o
## 268.78823 -850.01851 -1.54888 0.22634 7.90478
## adj_d adj_d_rk adj_t adj_t_rk wab
## -0.13186 0.21236 7.46882 0.02577 6.52747
## nc_elite_sos nc_fut_sos nc_cur_sos ov_elite_sos ov_fut_sos
## -0.19708 -59.54712 NA 3.70855 677.63453
## ov_cur_sos eFG eFGD. FTRate FTRateD
## NA -26.21348 68.22868 -4.19211 -6.64348
## TOVper TOVperD Orebper OpORebper RawT
## 36.71950 40.37160 -17.47195 -17.62480 -14.38349
## twoPper twoPperD threePper threePperD Blkper
## -6.79081 -68.83651 -6.31789 -57.13098 6.69478
## Blkedper Astper OpAstper threePRate threePRateD
## 5.46680 -1.11337 0.36689 -4.70292 -5.48852
## Adj.T AvgHgt EffHgt Exp Talent
## 4.97567 -25.94898 10.48200 4.11314 0.64258
## Ftper Op.Ftper PPPOff PPPDef EliteSOS
## -6.98449 -3.02774 2585.59210 2565.87345 -8.52558
##
## Degrees of Freedom: 146 Total (i.e. Null); 104 Residual
## Null Deviance: 78.19
## Residual Deviance: 0.000000004152 AIC: 86In the code above, we created a logistic regression that is predicting the binary outcome variable ‘conf_winner’ using all of the predictor independent variables listed in the formula above. Each coefficient represents the change in the log-odds of the response variable for a one-unit change in the corresponding variable if all the other variables are constant. Negative coefficients represent a negative relationship with the log-odds of being a conference winner. Positive coefficients represent a positive relationship with the log-odds of being a conference winner. There are 146 degrees of freedom for the null model and 104 degrees of freedom for the residual model. The null deviance is 78.19 which represents the deviance of the null model. The residual deviance is very small 4.2e-9 which represents the deviance of the model with no predictors. The smaller the null deviance and residual deviance indicate a better fitted model. The AIC is 86 which is very low and indicates a better fitted model if the score is low.
Confusion Matrix
# Make predictions on the validation dataset
PAC_predictions <- predict(PAC.lm, newdata = PAC_valid.df, type = "response")## Warning in predict.lm(object, newdata, se.fit, scale = 1, type = if (type == :
## prediction from rank-deficient fit; attr(*, "non-estim") has doubtful cases# Convert predicted probabilities to class labels (0 or 1) based on a threshold (e.g., 0.5)
PAC_predicted_classes <- ifelse(PAC_predictions > 0.5, 1, 0)
# Create a confusion matrix
PAC_conf_matrix <- confusionMatrix(as.factor(PAC_valid.df$conf_winner), as.factor(PAC_predicted_classes), positive = '1')
# Print the confusion matrix
print(PAC_conf_matrix)## Confusion Matrix and Statistics
##
## Reference
## Prediction 0 1
## 0 29 3
## 1 2 3
##
## Accuracy : 0.8649
## 95% CI : (0.7123, 0.9546)
## No Information Rate : 0.8378
## P-Value [Acc > NIR] : 0.4313
##
## Kappa : 0.4669
##
## Mcnemar's Test P-Value : 1.0000
##
## Sensitivity : 0.50000
## Specificity : 0.93548
## Pos Pred Value : 0.60000
## Neg Pred Value : 0.90625
## Prevalence : 0.16216
## Detection Rate : 0.08108
## Detection Prevalence : 0.13514
## Balanced Accuracy : 0.71774
##
## 'Positive' Class : 1
## #calc specificty, etc. The model shows an overall accuracy of 86.49%, with sensitivity (True Positive Rate) at 50.00%. The Kappa value is 0.4669, indicating moderate agreement beyond chance. The balanced accuracy is 71.77%, suggesting a reasonable performance balance between sensitivity and specificity. The positive predictive value (precision) is 60.00%, indicating that 60% of the predicted positive cases are true positives. The model’s performance is generally good, but there may be room for improvement, especially in increasing sensitivity if correctly identifying positive cases is crucial for the application.
Backward Selection
PAC_lm.backward <- step(PAC.lm, direction = 'backward')## Start: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_elite_sos 1 0.0000000041527 84
## - adj_d 1 0.0000000041580 84
## - twoPper 1 0.0000000041587 84
## - nc_fut_sos 1 0.0000000041689 84
## - threePper 1 0.0000000041696 84
## - adj_t_rk 1 0.0000000041778 84
## - OpAstper 1 0.0000000041869 84
## - Exp 1 0.0000000041949 84
## - Adj.T 1 0.0000000042049 84
## - adj_t 1 0.0000000042074 84
## - adj_o_rk 1 0.0000000042204 84
## - ov_elite_sos 1 0.0000000042240 84
## - Astper 1 0.0000000042639 84
## - adj_d_rk 1 0.0000000042653 84
## - eFG 1 0.0000000042711 84
## - Op.Ftper 1 0.0000000043025 84
## - Blkedper 1 0.0000000043089 84
## - RawT 1 0.0000000043278 84
## - EliteSOS 1 0.0000000043308 84
## - ov_fut_sos 1 0.0000000043354 84
## - Talent 1 0.0000000043997 84
## - barthag_rk 1 0.0000000044553 84
## - barthag 1 0.0000000044827 84
## - EffHgt 1 0.0000000045634 84
## - eFGD. 1 0.0000000045936 84
## - PPPDef 1 0.0000000046435 84
## - adj_o 1 0.0000000046750 84
## - wab 1 0.0000000047008 84
## - OpORebper 1 0.0000000047485 84
## - Blkper 1 0.0000000048654 84
## - AvgHgt 1 0.0000000048656 84
## - TOVperD 1 0.0000000049146 84
## - FTRate 1 0.0000000050473 84
## - Orebper 1 0.0000000050700 84
## - Ftper 1 0.0000000050837 84
## - FTRateD 1 0.0000000052032 84
## - PPPOff 1 0.0000000052271 84
## - threePRateD 1 0.0000000052285 84
## - TOVper 1 0.0000000052350 84
## - threePRate 1 0.0000000052982 84
## - twoPperD 1 0.0000000055963 84
## - threePperD 1 0.0000000057433 84
## <none> 0.0000000041516 86## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d 1 0.0000000041603 82
## - adj_t_rk 1 0.0000000041776 82
## - twoPper 1 0.0000000041801 82
## - OpAstper 1 0.0000000041909 82
## - Exp 1 0.0000000041915 82
## - threePper 1 0.0000000042015 82
## - Adj.T 1 0.0000000042215 82
## - ov_elite_sos 1 0.0000000042248 82
## - adj_o_rk 1 0.0000000042259 82
## - adj_t 1 0.0000000042303 82
## - nc_fut_sos 1 0.0000000042305 82
## - adj_d_rk 1 0.0000000042669 82
## - Astper 1 0.0000000042673 82
## - eFG 1 0.0000000042702 82
## - Op.Ftper 1 0.0000000043124 82
## - Blkedper 1 0.0000000043165 82
## - EliteSOS 1 0.0000000043607 82
## - RawT 1 0.0000000044436 82
## - Talent 1 0.0000000044475 82
## - barthag_rk 1 0.0000000044566 82
## - barthag 1 0.0000000044873 82
## - EffHgt 1 0.0000000045800 82
## - PPPDef 1 0.0000000046564 82
## - wab 1 0.0000000047064 82
## - eFGD. 1 0.0000000047188 82
## - OpORebper 1 0.0000000047567 82
## - adj_o 1 0.0000000048236 82
## - ov_fut_sos 1 0.0000000048795 82
## - TOVperD 1 0.0000000049162 82
## - AvgHgt 1 0.0000000049772 82
## - Blkper 1 0.0000000050348 82
## - FTRate 1 0.0000000050721 82
## - Orebper 1 0.0000000050742 82
## - Ftper 1 0.0000000050913 82
## - PPPOff 1 0.0000000052320 82
## - threePRateD 1 0.0000000052324 82
## - FTRateD 1 0.0000000052687 82
## - TOVper 1 0.0000000052734 82
## - threePRate 1 0.0000000053240 82
## - twoPperD 1 0.0000000057425 82
## - threePperD 1 0.0000000061142 82
## <none> 0.0000000041527 84## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPper 1 0.0000000041713 80
## - adj_t_rk 1 0.0000000041922 80
## - OpAstper 1 0.0000000041927 80
## - Exp 1 0.0000000041967 80
## - threePper 1 0.0000000041972 80
## - Adj.T 1 0.0000000042300 80
## - ov_elite_sos 1 0.0000000042343 80
## - adj_t 1 0.0000000042368 80
## - adj_d_rk 1 0.0000000042730 80
## - nc_fut_sos 1 0.0000000042747 80
## - adj_o_rk 1 0.0000000042835 80
## - Astper 1 0.0000000042841 80
## - eFG 1 0.0000000042904 80
## - Op.Ftper 1 0.0000000043334 80
## - Blkedper 1 0.0000000043590 80
## - EliteSOS 1 0.0000000043761 80
## - barthag_rk 1 0.0000000045185 80
## - RawT 1 0.0000000045242 80
## - barthag 1 0.0000000045769 80
## - Talent 1 0.0000000046133 80
## - EffHgt 1 0.0000000046139 80
## - eFGD. 1 0.0000000047312 80
## - wab 1 0.0000000047653 80
## - PPPDef 1 0.0000000047950 80
## - adj_o 1 0.0000000048221 80
## - OpORebper 1 0.0000000048268 80
## - ov_fut_sos 1 0.0000000049675 80
## - TOVperD 1 0.0000000050017 80
## - Orebper 1 0.0000000051101 80
## - Ftper 1 0.0000000051113 80
## - AvgHgt 1 0.0000000051553 80
## - Blkper 1 0.0000000051662 80
## - FTRate 1 0.0000000051843 80
## - threePRateD 1 0.0000000052490 80
## - PPPOff 1 0.0000000052989 80
## - TOVper 1 0.0000000053102 80
## - FTRateD 1 0.0000000053573 80
## - threePRate 1 0.0000000057218 80
## - twoPperD 1 0.0000000057429 80
## - threePperD 1 0.0000000061223 80
## <none> 0.0000000041603 82## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t_rk 1 0.0000000041881 78
## - OpAstper 1 0.0000000041927 78
## - Adj.T 1 0.0000000042005 78
## - ov_elite_sos 1 0.0000000042168 78
## - Exp 1 0.0000000042194 78
## - adj_t 1 0.0000000042955 78
## - threePper 1 0.0000000043041 78
## - adj_d_rk 1 0.0000000043156 78
## - adj_o_rk 1 0.0000000043277 78
## - Op.Ftper 1 0.0000000043310 78
## - nc_fut_sos 1 0.0000000043507 78
## - Astper 1 0.0000000043812 78
## - EliteSOS 1 0.0000000043952 78
## - Blkedper 1 0.0000000043978 78
## - barthag_rk 1 0.0000000045628 78
## - barthag 1 0.0000000045792 78
## - RawT 1 0.0000000046011 78
## - Talent 1 0.0000000046483 78
## - EffHgt 1 0.0000000046786 78
## - eFGD. 1 0.0000000047788 78
## - PPPDef 1 0.0000000047894 78
## - wab 1 0.0000000048055 78
## - OpORebper 1 0.0000000048252 78
## - adj_o 1 0.0000000049971 78
## - TOVperD 1 0.0000000050151 78
## - eFG 1 0.0000000050659 78
## - Orebper 1 0.0000000051232 78
## - Ftper 1 0.0000000051765 78
## - Blkper 1 0.0000000051790 78
## - FTRate 1 0.0000000052076 78
## - threePRateD 1 0.0000000052532 78
## - AvgHgt 1 0.0000000052867 78
## - TOVper 1 0.0000000053164 78
## - ov_fut_sos 1 0.0000000053257 78
## - FTRateD 1 0.0000000053648 78
## - PPPOff 1 0.0000000054576 78
## - threePRate 1 0.0000000057782 78
## - twoPperD 1 0.0000000065501 78
## - threePperD 1 0.0000000072325 78
## <none> 0.0000000041713 80## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk +
## adj_t + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpAstper 1 0.0000000042028 76
## - ov_elite_sos 1 0.0000000042249 76
## - Exp 1 0.0000000042314 76
## - Adj.T 1 0.0000000042316 76
## - threePper 1 0.0000000043131 76
## - adj_d_rk 1 0.0000000043264 76
## - adj_o_rk 1 0.0000000043396 76
## - Op.Ftper 1 0.0000000043676 76
## - nc_fut_sos 1 0.0000000043685 76
## - adj_t 1 0.0000000043689 76
## - Blkedper 1 0.0000000044039 76
## - EliteSOS 1 0.0000000044050 76
## - Astper 1 0.0000000044067 76
## - barthag 1 0.0000000046232 76
## - barthag_rk 1 0.0000000046340 76
## - Talent 1 0.0000000046702 76
## - EffHgt 1 0.0000000046772 76
## - RawT 1 0.0000000047381 76
## - eFGD. 1 0.0000000048211 76
## - PPPDef 1 0.0000000048325 76
## - OpORebper 1 0.0000000048421 76
## - wab 1 0.0000000048915 76
## - TOVperD 1 0.0000000050372 76
## - adj_o 1 0.0000000050589 76
## - eFG 1 0.0000000050865 76
## - Orebper 1 0.0000000051496 76
## - Ftper 1 0.0000000052016 76
## - Blkper 1 0.0000000052182 76
## - FTRate 1 0.0000000052432 76
## - threePRateD 1 0.0000000052661 76
## - TOVper 1 0.0000000053532 76
## - FTRateD 1 0.0000000053807 76
## - AvgHgt 1 0.0000000053864 76
## - ov_fut_sos 1 0.0000000054817 76
## - PPPOff 1 0.0000000054908 76
## - threePRate 1 0.0000000058251 76
## - twoPperD 1 0.0000000066317 76
## - threePperD 1 0.0000000073597 76
## <none> 0.0000000041881 78## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk +
## adj_t + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - ov_elite_sos 1 0.0000000042426 74
## - Exp 1 0.0000000042471 74
## - Adj.T 1 0.0000000042752 74
## - adj_d_rk 1 0.0000000043366 74
## - threePper 1 0.0000000043387 74
## - adj_o_rk 1 0.0000000043604 74
## - Op.Ftper 1 0.0000000043785 74
## - nc_fut_sos 1 0.0000000043834 74
## - Astper 1 0.0000000044265 74
## - EliteSOS 1 0.0000000044397 74
## - adj_t 1 0.0000000044469 74
## - Blkedper 1 0.0000000044792 74
## - barthag 1 0.0000000046609 74
## - barthag_rk 1 0.0000000046774 74
## - EffHgt 1 0.0000000047125 74
## - Talent 1 0.0000000047684 74
## - RawT 1 0.0000000047832 74
## - PPPDef 1 0.0000000048469 74
## - OpORebper 1 0.0000000049029 74
## - eFGD. 1 0.0000000049167 74
## - wab 1 0.0000000049744 74
## - TOVperD 1 0.0000000050633 74
## - adj_o 1 0.0000000050854 74
## - eFG 1 0.0000000051209 74
## - Orebper 1 0.0000000051867 74
## - Blkper 1 0.0000000052403 74
## - Ftper 1 0.0000000053203 74
## - FTRate 1 0.0000000053604 74
## - TOVper 1 0.0000000053838 74
## - AvgHgt 1 0.0000000054040 74
## - FTRateD 1 0.0000000054577 74
## - ov_fut_sos 1 0.0000000054774 74
## - PPPOff 1 0.0000000055082 74
## - threePRateD 1 0.0000000057107 74
## - threePRate 1 0.0000000064058 74
## - twoPperD 1 0.0000000067165 74
## - threePperD 1 0.0000000075721 74
## <none> 0.0000000042028 76## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk +
## adj_t + wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Adj.T 1 0.0000000042977 72
## - Exp 1 0.0000000043075 72
## - adj_d_rk 1 0.0000000043393 72
## - threePper 1 0.0000000043414 72
## - adj_o_rk 1 0.0000000043890 72
## - nc_fut_sos 1 0.0000000044077 72
## - Astper 1 0.0000000044571 72
## - adj_t 1 0.0000000044643 72
## - Op.Ftper 1 0.0000000044879 72
## - Blkedper 1 0.0000000044935 72
## - barthag 1 0.0000000046743 72
## - barthag_rk 1 0.0000000046979 72
## - EffHgt 1 0.0000000047522 72
## - Talent 1 0.0000000047599 72
## - RawT 1 0.0000000048030 72
## - eFGD. 1 0.0000000049431 72
## - PPPDef 1 0.0000000050042 72
## - OpORebper 1 0.0000000050212 72
## - adj_o 1 0.0000000050917 72
## - eFG 1 0.0000000051411 72
## - TOVperD 1 0.0000000051774 72
## - Orebper 1 0.0000000051993 72
## - wab 1 0.0000000052047 72
## - EliteSOS 1 0.0000000052101 72
## - Ftper 1 0.0000000053302 72
## - Blkper 1 0.0000000053336 72
## - FTRate 1 0.0000000054049 72
## - TOVper 1 0.0000000054192 72
## - PPPOff 1 0.0000000055324 72
## - FTRateD 1 0.0000000055383 72
## - AvgHgt 1 0.0000000056296 72
## - ov_fut_sos 1 0.0000000057078 72
## - threePRateD 1 0.0000000060185 72
## - threePRate 1 0.0000000064848 72
## - twoPperD 1 0.0000000067280 72
## - threePperD 1 0.0000000075767 72
## <none> 0.0000000042426 74## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk +
## adj_t + wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## threePRate + threePRateD + AvgHgt + EffHgt + Exp + Talent +
## Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Exp 1 0.0000000043390 70
## - adj_d_rk 1 0.0000000043523 70
## - threePper 1 0.0000000043854 70
## - adj_o_rk 1 0.0000000044061 70
## - nc_fut_sos 1 0.0000000044238 70
## - Op.Ftper 1 0.0000000045076 70
## - Blkedper 1 0.0000000045196 70
## - Astper 1 0.0000000046316 70
## - adj_t 1 0.0000000046459 70
## - EffHgt 1 0.0000000048084 70
## - Talent 1 0.0000000048145 70
## - RawT 1 0.0000000048170 70
## - barthag_rk 1 0.0000000048739 70
## - barthag 1 0.0000000049208 70
## - PPPDef 1 0.0000000050355 70
## - eFGD. 1 0.0000000050638 70
## - OpORebper 1 0.0000000050795 70
## - eFG 1 0.0000000051943 70
## - adj_o 1 0.0000000052101 70
## - wab 1 0.0000000052445 70
## - TOVperD 1 0.0000000052707 70
## - Orebper 1 0.0000000053593 70
## - Ftper 1 0.0000000053961 70
## - Blkper 1 0.0000000054016 70
## - EliteSOS 1 0.0000000054130 70
## - TOVper 1 0.0000000054757 70
## - FTRateD 1 0.0000000055692 70
## - PPPOff 1 0.0000000056171 70
## - FTRate 1 0.0000000056733 70
## - ov_fut_sos 1 0.0000000057147 70
## - AvgHgt 1 0.0000000057508 70
## - threePRateD 1 0.0000000061547 70
## - threePRate 1 0.0000000064864 70
## - twoPperD 1 0.0000000067068 70
## - threePperD 1 0.0000000075816 70
## <none> 0.0000000042977 72## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=70
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk +
## adj_t + wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## threePRate + threePRateD + AvgHgt + EffHgt + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d_rk 1 0.0000000043892 68
## - threePper 1 0.0000000044155 68
## - adj_o_rk 1 0.0000000044352 68
## - nc_fut_sos 1 0.0000000044482 68
## - Op.Ftper 1 0.0000000045133 68
## - Blkedper 1 0.0000000045299 68
## - Astper 1 0.0000000046359 68
## - adj_t 1 0.0000000046511 68
## - EffHgt 1 0.0000000048116 68
## - RawT 1 0.0000000048182 68
## - Talent 1 0.0000000048195 68
## - barthag_rk 1 0.0000000049073 68
## - barthag 1 0.0000000049351 68
## - eFGD. 1 0.0000000050660 68
## - PPPDef 1 0.0000000051518 68
## - OpORebper 1 0.0000000051915 68
## - adj_o 1 0.0000000052137 68
## - eFG 1 0.0000000052978 68
## - wab 1 0.0000000053028 68
## - TOVperD 1 0.0000000054043 68
## - Blkper 1 0.0000000054094 68
## - EliteSOS 1 0.0000000054211 68
## - Ftper 1 0.0000000054352 68
## - Orebper 1 0.0000000054725 68
## - FTRateD 1 0.0000000055961 68
## - TOVper 1 0.0000000056287 68
## - PPPOff 1 0.0000000056313 68
## - FTRate 1 0.0000000057173 68
## - ov_fut_sos 1 0.0000000057194 68
## - AvgHgt 1 0.0000000057878 68
## - threePRateD 1 0.0000000061533 68
## - twoPperD 1 0.0000000067262 68
## - threePRate 1 0.0000000068473 68
## - threePperD 1 0.0000000076760 68
## <none> 0.0000000043390 70## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=68
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_t +
## wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPperD +
## threePper + threePperD + Blkper + Blkedper + Astper + threePRate +
## threePRateD + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePper 1 0.0000000044331 66
## - adj_o_rk 1 0.0000000044376 66
## - nc_fut_sos 1 0.0000000044858 66
## - Blkedper 1 0.0000000045542 66
## - Op.Ftper 1 0.0000000046291 66
## - Astper 1 0.0000000047558 66
## - adj_t 1 0.0000000047921 66
## - Talent 1 0.0000000048278 66
## - EffHgt 1 0.0000000048455 66
## - RawT 1 0.0000000049472 66
## - barthag_rk 1 0.0000000049795 66
## - OpORebper 1 0.0000000052227 66
## - eFGD. 1 0.0000000052269 66
## - PPPDef 1 0.0000000052774 66
## - adj_o 1 0.0000000054052 66
## - barthag 1 0.0000000054056 66
## - Blkper 1 0.0000000054160 66
## - eFG 1 0.0000000054214 66
## - TOVperD 1 0.0000000054324 66
## - wab 1 0.0000000054978 66
## - Ftper 1 0.0000000055370 66
## - Orebper 1 0.0000000056057 66
## - EliteSOS 1 0.0000000057010 66
## - FTRateD 1 0.0000000057707 66
## - TOVper 1 0.0000000057755 66
## - ov_fut_sos 1 0.0000000058213 66
## - PPPOff 1 0.0000000058576 66
## - FTRate 1 0.0000000058964 66
## - AvgHgt 1 0.0000000059442 66
## - threePRateD 1 0.0000000065416 66
## - twoPperD 1 0.0000000067527 66
## - threePRate 1 0.0000000071362 66
## - threePperD 1 0.0000000076883 66
## <none> 0.0000000043892 68## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=66
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_t +
## wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPperD +
## threePperD + Blkper + Blkedper + Astper + threePRate + threePRateD +
## AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o_rk 1 0.0000000044681 64
## - nc_fut_sos 1 0.0000000045745 64
## - Blkedper 1 0.0000000046037 64
## - Op.Ftper 1 0.0000000047369 64
## - adj_t 1 0.0000000047976 64
## - Astper 1 0.0000000048221 64
## - Talent 1 0.0000000048368 64
## - EffHgt 1 0.0000000048557 64
## - RawT 1 0.0000000049578 64
## - barthag_rk 1 0.0000000051979 64
## - adj_o 1 0.0000000054521 64
## - OpORebper 1 0.0000000055460 64
## - wab 1 0.0000000055928 64
## - PPPDef 1 0.0000000056541 64
## - barthag 1 0.0000000056917 64
## - eFGD. 1 0.0000000057331 64
## - eFG 1 0.0000000057355 64
## - Orebper 1 0.0000000057459 64
## - Ftper 1 0.0000000058278 64
## - TOVperD 1 0.0000000058292 64
## - PPPOff 1 0.0000000059099 64
## - FTRate 1 0.0000000059518 64
## - AvgHgt 1 0.0000000060201 64
## - Blkper 1 0.0000000060539 64
## - TOVper 1 0.0000000061564 64
## - ov_fut_sos 1 0.0000000063202 64
## - EliteSOS 1 0.0000000064138 64
## - FTRateD 1 0.0000000064190 64
## - threePRateD 1 0.0000000071958 64
## - twoPperD 1 0.0000000072898 64
## - threePRate 1 0.0000000076208 64
## - threePperD 1 0.0000000082572 64
## <none> 0.0000000044331 66## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=64
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + nc_fut_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPperD + threePperD + Blkper +
## Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_fut_sos 1 0.0000000045908 62
## - Blkedper 1 0.0000000046258 62
## - Talent 1 0.0000000048547 62
## - Op.Ftper 1 0.0000000048669 62
## - adj_t 1 0.0000000049382 62
## - EffHgt 1 0.0000000049552 62
## - Astper 1 0.0000000049595 62
## - RawT 1 0.0000000051096 62
## - barthag_rk 1 0.0000000052396 62
## - adj_o 1 0.0000000055193 62
## - barthag 1 0.0000000058383 62
## - eFGD. 1 0.0000000058714 62
## - OpORebper 1 0.0000000060835 62
## - PPPDef 1 0.0000000061411 62
## - AvgHgt 1 0.0000000061625 62
## - FTRate 1 0.0000000062171 62
## - wab 1 0.0000000062664 62
## - ov_fut_sos 1 0.0000000063187 62
## - eFG 1 0.0000000064079 62
## - EliteSOS 1 0.0000000064137 62
## - Ftper 1 0.0000000064296 62
## - Orebper 1 0.0000000065509 62
## - TOVperD 1 0.0000000065973 62
## - Blkper 1 0.0000000066354 62
## - PPPOff 1 0.0000000067013 62
## - TOVper 1 0.0000000068762 62
## - FTRateD 1 0.0000000068813 62
## - threePRateD 1 0.0000000072547 62
## - twoPperD 1 0.0000000076265 62
## - threePRate 1 0.0000000079605 62
## - threePperD 1 0.0000000086470 62
## <none> 0.0000000044681 64## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=62
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + ov_fut_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePperD + Blkper + Blkedper +
## Astper + threePRate + threePRateD + AvgHgt + EffHgt + Talent +
## Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkedper 1 0.0000000046639 60
## - Op.Ftper 1 0.0000000048957 60
## - Talent 1 0.0000000049335 60
## - EffHgt 1 0.0000000049782 60
## - adj_t 1 0.0000000049909 60
## - Astper 1 0.0000000050119 60
## - RawT 1 0.0000000051235 60
## - barthag_rk 1 0.0000000052413 60
## - adj_o 1 0.0000000055480 60
## - barthag 1 0.0000000058476 60
## - eFGD. 1 0.0000000060294 60
## - AvgHgt 1 0.0000000061754 60
## - OpORebper 1 0.0000000061859 60
## - FTRate 1 0.0000000062404 60
## - wab 1 0.0000000062679 60
## - PPPDef 1 0.0000000062702 60
## - eFG 1 0.0000000064281 60
## - Ftper 1 0.0000000064855 60
## - EliteSOS 1 0.0000000065071 60
## - Orebper 1 0.0000000065481 60
## - Blkper 1 0.0000000066454 60
## - PPPOff 1 0.0000000067810 60
## - TOVperD 1 0.0000000067879 60
## - TOVper 1 0.0000000068687 60
## - FTRateD 1 0.0000000071216 60
## - threePRateD 1 0.0000000073648 60
## - ov_fut_sos 1 0.0000000075614 60
## - twoPperD 1 0.0000000079571 60
## - threePRate 1 0.0000000080220 60
## - threePperD 1 0.0000000093452 60
## <none> 0.0000000045908 62## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=60
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + ov_fut_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePperD + Blkper + Astper +
## threePRate + threePRateD + AvgHgt + EffHgt + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Op.Ftper 1 0.0000000049276 58
## - Talent 1 0.0000000049436 58
## - adj_t 1 0.0000000050658 58
## - EffHgt 1 0.0000000050849 58
## - Astper 1 0.0000000050901 58
## - RawT 1 0.0000000052364 58
## - barthag_rk 1 0.0000000056033 58
## - eFGD. 1 0.0000000060715 58
## - barthag 1 0.0000000061822 58
## - PPPDef 1 0.0000000063806 58
## - OpORebper 1 0.0000000063986 58
## - AvgHgt 1 0.0000000064414 58
## - wab 1 0.0000000065038 58
## - FTRate 1 0.0000000065425 58
## - adj_o 1 0.0000000065669 58
## - Ftper 1 0.0000000067634 58
## - TOVperD 1 0.0000000067875 58
## - EliteSOS 1 0.0000000069217 58
## - Orebper 1 0.0000000075087 58
## - FTRateD 1 0.0000000075294 58
## - eFG 1 0.0000000076885 58
## - PPPOff 1 0.0000000077686 58
## - ov_fut_sos 1 0.0000000078597 58
## - twoPperD 1 0.0000000080031 58
## - threePRateD 1 0.0000000080440 58
## - TOVper 1 0.0000000082909 58
## - Blkper 1 0.0000000083770 58
## - threePRate 1 0.0000000095434 58
## - threePperD 1 0.0000000096473 58
## <none> 0.0000000046639 60## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=58
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + ov_fut_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePperD + Blkper + Astper +
## threePRate + threePRateD + AvgHgt + EffHgt + Talent + Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Astper 1 0.0000000051115 56
## - adj_t 1 0.0000000053300 56
## - RawT 1 0.0000000054405 56
## - Talent 1 0.0000000055146 56
## - EffHgt 1 0.0000000055771 56
## - barthag_rk 1 0.0000000056875 56
## - barthag 1 0.0000000062071 56
## - eFGD. 1 0.0000000063285 56
## - FTRate 1 0.0000000066718 56
## - adj_o 1 0.0000000067122 56
## - AvgHgt 1 0.0000000067785 56
## - Ftper 1 0.0000000068007 56
## - PPPDef 1 0.0000000071319 56
## - OpORebper 1 0.0000000073169 56
## - EliteSOS 1 0.0000000075651 56
## - TOVperD 1 0.0000000076026 56
## - Orebper 1 0.0000000076927 56
## - eFG 1 0.0000000078054 56
## - PPPOff 1 0.0000000078107 56
## - twoPperD 1 0.0000000081027 56
## - threePRateD 1 0.0000000081571 56
## - wab 1 0.0000000082179 56
## - TOVper 1 0.0000000083448 56
## - Blkper 1 0.0000000083777 56
## - ov_fut_sos 1 0.0000000086327 56
## - FTRateD 1 0.0000000086823 56
## - threePRate 1 0.0000000095321 56
## - threePperD 1 0.0000000097904 56
## <none> 0.0000000049276 58## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=56
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + ov_fut_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePperD + Blkper + threePRate +
## threePRateD + AvgHgt + EffHgt + Talent + Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t 1 0.0000000054138 54
## - RawT 1 0.0000000055018 54
## - EffHgt 1 0.0000000056799 54
## - Talent 1 0.0000000058532 54
## - barthag_rk 1 0.0000000062919 54
## - eFGD. 1 0.0000000065300 54
## - adj_o 1 0.0000000067452 54
## - FTRate 1 0.0000000067950 54
## - barthag 1 0.0000000069792 54
## - Ftper 1 0.0000000070385 54
## - PPPDef 1 0.0000000072251 54
## - OpORebper 1 0.0000000073324 54
## - TOVperD 1 0.0000000075799 54
## - Orebper 1 0.0000000077225 54
## - AvgHgt 1 0.0000000077615 54
## - PPPOff 1 0.0000000078402 54
## - eFG 1 0.0000000078734 54
## - EliteSOS 1 0.0000000078909 54
## - twoPperD 1 0.0000000081473 54
## - threePRateD 1 0.0000000081600 54
## - TOVper 1 0.0000000084438 54
## - FTRateD 1 0.0000000086543 54
## - Blkper 1 0.0000000089831 54
## - wab 1 0.0000000092893 54
## - ov_fut_sos 1 0.0000000093675 54
## - threePperD 1 0.0000000100070 54
## - threePRate 1 0.0000000104214 54
## <none> 0.0000000051115 56## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=54
## conf_winner ~ barthag + barthag_rk + adj_o + wab + ov_fut_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePperD + Blkper + threePRate +
## threePRateD + AvgHgt + EffHgt + Talent + Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EffHgt 1 0.0000000058304 52
## - RawT 1 0.0000000060750 52
## - Talent 1 0.0000000060823 52
## - barthag_rk 1 0.0000000063553 52
## - eFGD. 1 0.0000000066657 52
## - adj_o 1 0.0000000068133 52
## - FTRate 1 0.0000000068634 52
## - barthag 1 0.0000000070477 52
## - Ftper 1 0.0000000072445 52
## - PPPDef 1 0.0000000074392 52
## - OpORebper 1 0.0000000074616 52
## - EliteSOS 1 0.0000000078884 52
## - Orebper 1 0.0000000079204 52
## - eFG 1 0.0000000080613 52
## - TOVperD 1 0.0000000081329 52
## - twoPperD 1 0.0000000082031 52
## - threePRateD 1 0.0000000082099 52
## - PPPOff 1 0.0000000082562 52
## - AvgHgt 1 0.0000000082913 52
## - TOVper 1 0.0000000086463 52
## - Blkper 1 0.0000000092913 52
## - wab 1 0.0000000093219 52
## - ov_fut_sos 1 0.0000000096042 52
## - FTRateD 1 0.0000000097511 52
## - threePperD 1 0.0000000101329 52
## - threePRate 1 0.0000000105532 52
## <none> 0.0000000054138 54## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=52
## conf_winner ~ barthag + barthag_rk + adj_o + wab + ov_fut_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePperD + Blkper + threePRate +
## threePRateD + AvgHgt + Talent + Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag_rk 1 0.0000000063798 50
## - RawT 1 0.0000000064861 50
## - Talent 1 0.0000000066217 50
## - eFGD. 1 0.0000000068321 50
## - adj_o 1 0.0000000068749 50
## - FTRate 1 0.0000000070819 50
## - barthag 1 0.0000000071195 50
## - Ftper 1 0.0000000072266 50
## - OpORebper 1 0.0000000075546 50
## - PPPDef 1 0.0000000077388 50
## - Orebper 1 0.0000000079248 50
## - eFG 1 0.0000000080922 50
## - twoPperD 1 0.0000000082247 50
## - PPPOff 1 0.0000000082895 50
## - threePRateD 1 0.0000000083049 50
## - TOVperD 1 0.0000000083198 50
## - TOVper 1 0.0000000086577 50
## - EliteSOS 1 0.0000000086881 50
## - Blkper 1 0.0000000094243 50
## - AvgHgt 1 0.0000000094906 50
## - wab 1 0.0000000096521 50
## - FTRateD 1 0.0000000104283 50
## - threePperD 1 0.0000000105538 50
## - ov_fut_sos 1 0.0000000116081 50
## - threePRate 1 0.0000000118922 50
## <none> 0.0000000058304 52## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=50
## conf_winner ~ barthag + adj_o + wab + ov_fut_sos + eFG + eFGD. +
## FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPperD + threePperD + Blkper + threePRate + threePRateD +
## AvgHgt + Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Talent 1 0.0000000067931 48
## - RawT 1 0.0000000068621 48
## - adj_o 1 0.0000000075819 48
## - OpORebper 1 0.0000000076848 48
## - eFGD. 1 0.0000000077265 48
## - PPPDef 1 0.0000000078175 48
## - Ftper 1 0.0000000080138 48
## - TOVperD 1 0.0000000083047 48
## - barthag 1 0.0000000083504 48
## - Orebper 1 0.0000000084691 48
## - PPPOff 1 0.0000000084827 48
## - FTRate 1 0.0000000085027 48
## - eFG 1 0.0000000086293 48
## - threePRateD 1 0.0000000086944 48
## - Blkper 1 0.0000000093904 48
## - AvgHgt 1 0.0000000096514 48
## - TOVper 1 0.0000000098228 48
## - FTRateD 1 0.0000000104145 48
## - twoPperD 1 0.0000000104714 48
## - wab 1 0.0000000114882 48
## - threePRate 1 0.0000000124897 48
## - EliteSOS 1 0.0000000133508 48
## - threePperD 1 0.0000000133532 48
## - ov_fut_sos 1 0.0000000144443 48
## <none> 0.0000000063798 50## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=48
## conf_winner ~ barthag + adj_o + wab + ov_fut_sos + eFG + eFGD. +
## FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPperD + threePperD + Blkper + threePRate + threePRateD +
## AvgHgt + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - RawT 1 0.0000000069487 46
## - adj_o 1 0.0000000079963 46
## - eFGD. 1 0.0000000082508 46
## - Ftper 1 0.0000000084898 46
## - barthag 1 0.0000000087680 46
## - PPPOff 1 0.0000000092602 46
## - Orebper 1 0.0000000093555 46
## - Blkper 1 0.0000000096722 46
## - AvgHgt 1 0.0000000096729 46
## - OpORebper 1 0.0000000096935 46
## - FTRate 1 0.0000000097917 46
## - eFG 1 0.0000000098167 46
## - PPPDef 1 0.0000000102047 46
## - TOVper 1 0.0000000106425 46
## - TOVperD 1 0.0000000110094 46
## - threePRateD 1 0.0000000121192 46
## - twoPperD 1 0.0000000132500 46
## - threePRate 1 0.0000000135331 46
## - FTRateD 1 0.0000000135347 46
## - ov_fut_sos 1 0.0000000145997 46
## - wab 1 0.0000000147651 46
## - EliteSOS 1 0.0000000165828 46
## - threePperD 1 0.0000000197590 46
## <none> 0.0000000067931 48## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=46
## conf_winner ~ barthag + adj_o + wab + ov_fut_sos + eFG + eFGD. +
## FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## twoPperD + threePperD + Blkper + threePRate + threePRateD +
## AvgHgt + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFGD. 1 0.0000000082893 44
## - adj_o 1 0.0000000085546 44
## - Ftper 1 0.0000000100245 44
## - barthag 1 0.0000000106061 44
## - AvgHgt 1 0.0000000108855 44
## - Orebper 1 0.0000000110722 44
## - Blkper 1 0.0000000112265 44
## - PPPOff 1 0.0000000121375 44
## - FTRate 1 0.0000000122234 44
## - eFG 1 0.0000000122631 44
## - TOVper 1 0.0000000135178 44
## - twoPperD 1 0.0000000135436 44
## - PPPDef 1 0.0000000136229 44
## - ov_fut_sos 1 0.0000000150782 44
## - wab 1 0.0000000152624 44
## - threePRate 1 0.0000000158872 44
## - EliteSOS 1 0.0000000165744 44
## - threePRateD 1 0.0000000171334 44
## - OpORebper 1 0.0000000173508 44
## - FTRateD 1 0.0000000186845 44
## - TOVperD 1 0.0000000188210 44
## - threePperD 1 0.0000000198083 44
## <none> 0.0000000069487 46## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=44
## conf_winner ~ barthag + adj_o + wab + ov_fut_sos + eFG + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + twoPperD +
## threePperD + Blkper + threePRate + threePRateD + AvgHgt +
## Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag 1 0.000000010939 42
## - adj_o 1 0.000000010950 42
## - AvgHgt 1 0.000000012270 42
## - Blkper 1 0.000000013869 42
## - FTRate 1 0.000000013917 42
## - Orebper 1 0.000000015488 42
## - eFG 1 0.000000015889 42
## - PPPOff 1 0.000000016164 42
## - Ftper 1 0.000000017279 42
## - ov_fut_sos 1 0.000000018264 42
## - TOVper 1 0.000000019179 42
## - wab 1 0.000000019238 42
## - twoPperD 1 0.000000019596 42
## - OpORebper 1 0.000000025473 42
## - PPPDef 1 0.000000027413 42
## - threePRateD 1 0.000000027684 42
## - EliteSOS 1 0.000000028056 42
## - threePperD 1 0.000000032091 42
## - FTRateD 1 0.000000036787 42
## - TOVperD 1 0.000000041677 42
## - threePRate 1 0.000000044591 42
## <none> 0.000000008289 44## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=42
## conf_winner ~ adj_o + wab + ov_fut_sos + eFG + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + twoPperD + threePperD +
## Blkper + threePRate + threePRateD + AvgHgt + Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o 1 0.000000012815 40
## - AvgHgt 1 0.000000013786 40
## - Blkper 1 0.000000016058 40
## - ov_fut_sos 1 0.000000019160 40
## - FTRate 1 0.000000020187 40
## - wab 1 0.000000021786 40
## - twoPperD 1 0.000000025672 40
## - Orebper 1 0.000000028315 40
## - PPPOff 1 0.000000029644 40
## - eFG 1 0.000000029853 40
## - Ftper 1 0.000000030881 40
## - OpORebper 1 0.000000035806 40
## - threePRateD 1 0.000000036506 40
## - TOVper 1 0.000000039308 40
## - threePperD 1 0.000000047980 40
## - FTRateD 1 0.000000048241 40
## - PPPDef 1 0.000000051129 40
## - threePRate 1 0.000000063130 40
## - TOVperD 1 0.000000068573 40
## - EliteSOS 1 0.000000146596 40
## <none> 0.000000010939 42## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=40
## conf_winner ~ wab + ov_fut_sos + eFG + FTRate + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + twoPperD + threePperD + Blkper +
## threePRate + threePRateD + AvgHgt + Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - AvgHgt 1 0.000000015482 38
## - Blkper 1 0.000000018141 38
## - FTRate 1 0.000000023805 38
## - wab 1 0.000000028080 38
## - twoPperD 1 0.000000029392 38
## - eFG 1 0.000000029842 38
## - Orebper 1 0.000000033503 38
## - ov_fut_sos 1 0.000000034137 38
## - threePRateD 1 0.000000036634 38
## - OpORebper 1 0.000000036647 38
## - Ftper 1 0.000000046002 38
## - PPPOff 1 0.000000047206 38
## - FTRateD 1 0.000000050358 38
## - PPPDef 1 0.000000050933 38
## - threePperD 1 0.000000050963 38
## - TOVper 1 0.000000051938 38
## - threePRate 1 0.000000062874 38
## - TOVperD 1 0.000000069462 38
## - EliteSOS 1 0.000000210073 38
## <none> 0.000000012815 40## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=38
## conf_winner ~ wab + ov_fut_sos + eFG + FTRate + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + twoPperD + threePperD + Blkper +
## threePRate + threePRateD + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkper 1 0.000000021848 36
## - FTRate 1 0.000000024657 36
## - wab 1 0.000000028449 36
## - eFG 1 0.000000034027 36
## - Orebper 1 0.000000036783 36
## - OpORebper 1 0.000000037139 36
## - ov_fut_sos 1 0.000000048193 36
## - Ftper 1 0.000000052072 36
## - twoPperD 1 0.000000052476 36
## - PPPOff 1 0.000000054802 36
## - TOVper 1 0.000000058848 36
## - threePRateD 1 0.000000064982 36
## - PPPDef 1 0.000000066979 36
## - threePperD 1 0.000000068613 36
## - threePRate 1 0.000000089553 36
## - FTRateD 1 0.000000159940 36
## - TOVperD 1 0.000000172861 36
## - EliteSOS 1 0.000000311032 36
## <none> 0.000000015482 38## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=36
## conf_winner ~ wab + ov_fut_sos + eFG + FTRate + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + twoPperD + threePperD + threePRate +
## threePRateD + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRate 1 0.00000002849 34
## - eFG 1 0.00000003501 34
## - Orebper 1 0.00000003824 34
## - OpORebper 1 0.00000004137 34
## - wab 1 0.00000004436 34
## - Ftper 1 0.00000005484 34
## - PPPOff 1 0.00000005495 34
## - ov_fut_sos 1 0.00000005749 34
## - twoPperD 1 0.00000005847 34
## - TOVper 1 0.00000005924 34
## - threePRateD 1 0.00000006533 34
## - PPPDef 1 0.00000006958 34
## - threePperD 1 0.00000007667 34
## - threePRate 1 0.00000010990 34
## - TOVperD 1 0.00000016742 34
## - FTRateD 1 0.00000046264 34
## - EliteSOS 1 0.00000125779 34
## <none> 0.00000002185 36## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=34
## conf_winner ~ wab + ov_fut_sos + eFG + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + twoPperD + threePperD + threePRate +
## threePRateD + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFG 1 0.00000003728 32
## - OpORebper 1 0.00000004207 32
## - Orebper 1 0.00000004308 32
## - wab 1 0.00000004551 32
## - Ftper 1 0.00000005524 32
## - twoPperD 1 0.00000006521 32
## - threePRateD 1 0.00000006557 32
## - PPPOff 1 0.00000006702 32
## - PPPDef 1 0.00000007640 32
## - TOVper 1 0.00000007748 32
## - threePperD 1 0.00000009244 32
## - threePRate 1 0.00000010838 32
## - ov_fut_sos 1 0.00000013104 32
## - TOVperD 1 0.00000020950 32
## - FTRateD 1 0.00000046300 32
## - EliteSOS 1 0.00000190384 32
## <none> 0.00000002849 34## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=32
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + twoPperD + threePperD + threePRate +
## threePRateD + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpORebper 1 0.000 30.000
## - Orebper 1 0.000 30.000
## - Ftper 1 0.000 30.000
## - twoPperD 1 0.000 30.000
## - PPPDef 1 0.000 30.000
## - wab 1 0.000 30.000
## - threePperD 1 0.000 30.000
## - TOVper 1 0.000 30.000
## - threePRateD 1 0.000 30.000
## - ov_fut_sos 1 0.000 30.000
## - threePRate 1 0.000 30.000
## - TOVperD 1 0.000 30.000
## - FTRateD 1 0.000 30.000
## - EliteSOS 1 0.000 30.000
## <none> 0.000 32.000
## - PPPOff 1 14.034 44.034## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=30
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD +
## Orebper + twoPperD + threePperD + threePRate + threePRateD +
## Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Ftper 1 0.000 28.000
## - Orebper 1 0.000 28.000
## - twoPperD 1 0.000 28.000
## - threePRateD 1 0.000 28.000
## - PPPDef 1 0.000 28.000
## - wab 1 0.000 28.000
## - threePRate 1 0.000 28.000
## - TOVper 1 0.000 28.000
## - ov_fut_sos 1 0.000 28.000
## - threePperD 1 0.000 28.000
## <none> 0.000 30.000
## - PPPOff 1 16.602 44.602
## - FTRateD 1 19.402 47.402
## - EliteSOS 1 22.042 50.042
## - TOVperD 1 29.385 57.385## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=28
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD +
## Orebper + twoPperD + threePperD + threePRate + threePRateD +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Orebper 1 0.0000 26.000
## - threePRateD 1 0.0000 26.000
## - wab 1 0.0000 26.000
## - TOVper 1 0.0000 26.000
## - threePRate 1 0.0000 26.000
## - ov_fut_sos 1 0.0000 26.000
## - twoPperD 1 0.0000 26.000
## - PPPDef 1 0.0001 26.000
## <none> 0.0000 28.000
## - threePperD 1 16.1824 42.182
## - PPPOff 1 16.6117 42.612
## - FTRateD 1 19.9127 45.913
## - EliteSOS 1 22.7917 48.792
## - TOVperD 1 30.3286 56.329## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=26
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD +
## twoPperD + threePperD + threePRate + threePRateD + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRateD 1 0.000 24.000
## - wab 1 0.000 24.000
## - TOVper 1 0.000 24.000
## - threePRate 1 0.000 24.000
## - twoPperD 1 0.000 24.000
## <none> 0.000 26.000
## - PPPDef 1 15.198 39.198
## - threePperD 1 16.469 40.469
## - PPPOff 1 16.763 40.763
## - ov_fut_sos 1 17.735 41.735
## - FTRateD 1 20.598 44.598
## - EliteSOS 1 29.431 53.431
## - TOVperD 1 30.596 54.595## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=24
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD +
## twoPperD + threePperD + threePRate + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## <none> 0.000 24.000
## - twoPperD 1 16.148 38.148
## - wab 1 16.518 38.518
## - PPPDef 1 18.691 40.691
## - PPPOff 1 19.808 41.808
## - threePRate 1 20.260 42.260
## - FTRateD 1 20.619 42.619
## - threePperD 1 21.565 43.565
## - TOVper 1 21.974 43.974
## - ov_fut_sos 1 22.931 44.931
## - EliteSOS 1 30.914 52.914
## - TOVperD 1 31.107 53.107summary(PAC_lm.backward)##
## Call:
## glm(formula = conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper +
## TOVperD + twoPperD + threePperD + threePRate + PPPOff + PPPDef +
## EliteSOS, family = "binomial", data = PAC_train.df, na.action = na.exclude)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -9996.28 1352350.91 -0.007 0.994
## wab 37.93 5671.58 0.007 0.995
## ov_fut_sos 4826.74 689992.84 0.007 0.994
## FTRateD -18.75 3248.29 -0.006 0.995
## TOVper 82.59 9228.95 0.009 0.993
## TOVperD 117.17 22067.95 0.005 0.996
## twoPperD -72.38 10396.55 -0.007 0.994
## threePperD -70.29 8466.98 -0.008 0.993
## threePRate -11.89 1397.60 -0.009 0.993
## PPPOff 3895.48 591898.77 0.007 0.995
## PPPDef 6901.40 1059148.25 0.007 0.995
## EliteSOS -59.65 6797.51 -0.009 0.993
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 78.19135559118 on 146 degrees of freedom
## Residual deviance: 0.00000021969 on 135 degrees of freedom
## AIC: 24
##
## Number of Fisher Scoring iterations: 25#accuracy
PAC.lm.back.pred <- predict(PAC_lm.backward, PAC_valid.df, na.action = na.pass)
accuracy(PAC.lm.back.pred, PAC_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set 570.9831 724.9022 593.2767 NaN InfBased on the backward selection, it is important to note that the variables selected from our function are wab, ov_fut_sos, FTRateD, TOVper, TOVperD, twoPperD, threePperD, threePRate, PPPOff, PPPDef, EliteSOS. As stated before, positive coefficients increase the likelihood of being a conference winner while negative coefficients decrease the likelihood of being a conference winner. None of the coefficients for the predictors are statistically significant, as indicated by the p-values (all greater than 0.05). The AIC is 24 which is very low, providing a measure of model fit. A lower AIC indicates a better-fitting model. The intercept has a very large negative value, indicating an extreme estimate. This could be a result of multicollinearity or other issues in model estimation.
Forward Selection
PAC.lm.null <- lm(conf_winner ~ 1, data = PAC_train.df, na.action = na.exclude)
PAC.lm.forward <- step(PAC.lm.null, direction = 'forward', scope = list(lower = PAC.lm.null, upper = PAC.lm))## Start: AIC=-390.54
## conf_winner ~ 1
##
## Df Sum of Sq RSS AIC
## + wab 1 1.56227 8.6146 -413.04
## + adj_o 1 1.10087 9.0760 -405.37
## + PPPOff 1 0.99663 9.1802 -403.69
## + barthag 1 0.78669 9.3902 -400.36
## + barthag_rk 1 0.74815 9.4287 -399.76
## + Orebper 1 0.67677 9.5001 -398.65
## + adj_o_rk 1 0.62932 9.5475 -397.92
## + Talent 1 0.55990 9.6170 -396.85
## + nc_fut_sos 1 0.51868 9.6582 -396.23
## + nc_cur_sos 1 0.51868 9.6582 -396.23
## + adj_d 1 0.42487 9.7520 -394.81
## + PPPDef 1 0.41374 9.7631 -394.64
## + eFG 1 0.41017 9.7667 -394.58
## + twoPper 1 0.37636 9.8005 -394.08
## + adj_d_rk 1 0.34209 9.8348 -393.56
## + ov_fut_sos 1 0.29779 9.8791 -392.90
## + ov_cur_sos 1 0.29779 9.8791 -392.90
## + eFGD. 1 0.25628 9.9206 -392.29
## + TOVper 1 0.25473 9.9221 -392.26
## + TOVperD 1 0.23733 9.9395 -392.01
## + threePperD 1 0.23433 9.9425 -391.96
## + nc_elite_sos 1 0.20456 9.9723 -391.52
## + threePper 1 0.20189 9.9750 -391.48
## + threePRate 1 0.19936 9.9775 -391.44
## + FTRate 1 0.17631 10.0006 -391.11
## + twoPperD 1 0.16274 10.0141 -390.91
## + threePRateD 1 0.13872 10.0382 -390.55
## <none> 10.1769 -390.54
## + Blkedper 1 0.12204 10.0548 -390.31
## + Blkper 1 0.08441 10.0925 -389.76
## + Ftper 1 0.08102 10.0958 -389.71
## + AvgHgt 1 0.07925 10.0976 -389.69
## + EffHgt 1 0.06184 10.1150 -389.43
## + ov_elite_sos 1 0.04700 10.1299 -389.22
## + EliteSOS 1 0.03915 10.1377 -389.10
## + FTRateD 1 0.02962 10.1473 -388.96
## + adj_t 1 0.02001 10.1569 -388.83
## + OpAstper 1 0.01332 10.1635 -388.73
## + Astper 1 0.00991 10.1670 -388.68
## + OpORebper 1 0.00779 10.1691 -388.65
## + RawT 1 0.00733 10.1695 -388.64
## + Adj.T 1 0.00497 10.1719 -388.61
## + Op.Ftper 1 0.00322 10.1737 -388.58
## + Exp 1 0.00043 10.1764 -388.54
## + adj_t_rk 1 0.00027 10.1766 -388.54
##
## Step: AIC=-413.04
## conf_winner ~ wab
##
## Df Sum of Sq RSS AIC
## + barthag_rk 1 0.40750 8.2071 -418.16
## + barthag 1 0.38830 8.2263 -417.82
## + TOVperD 1 0.18702 8.4276 -414.26
## + OpORebper 1 0.16809 8.4465 -413.93
## + nc_fut_sos 1 0.15648 8.4581 -413.73
## + nc_cur_sos 1 0.15648 8.4581 -413.73
## + Astper 1 0.15604 8.4586 -413.72
## + twoPperD 1 0.13662 8.4780 -413.39
## + AvgHgt 1 0.13570 8.4789 -413.37
## + EffHgt 1 0.12659 8.4880 -413.21
## <none> 8.6146 -413.04
## + adj_d_rk 1 0.09521 8.5194 -412.67
## + eFGD. 1 0.09108 8.5235 -412.60
## + Orebper 1 0.07277 8.5418 -412.28
## + EliteSOS 1 0.06156 8.5530 -412.09
## + adj_o_rk 1 0.05920 8.5554 -412.05
## + ov_elite_sos 1 0.05171 8.5629 -411.92
## + OpAstper 1 0.05146 8.5631 -411.92
## + Talent 1 0.04282 8.5718 -411.77
## + threePRate 1 0.03623 8.5784 -411.65
## + threePper 1 0.03113 8.5835 -411.57
## + adj_t_rk 1 0.02819 8.5864 -411.52
## + PPPDef 1 0.02257 8.5920 -411.42
## + adj_d 1 0.02139 8.5932 -411.40
## + FTRateD 1 0.02107 8.5935 -411.40
## + nc_elite_sos 1 0.01916 8.5954 -411.36
## + adj_o 1 0.01839 8.5962 -411.35
## + ov_fut_sos 1 0.01815 8.5964 -411.35
## + ov_cur_sos 1 0.01815 8.5964 -411.35
## + threePRateD 1 0.01664 8.5980 -411.32
## + Op.Ftper 1 0.01625 8.5983 -411.31
## + Exp 1 0.01137 8.6032 -411.23
## + Adj.T 1 0.00931 8.6053 -411.19
## + Blkedper 1 0.00767 8.6069 -411.17
## + PPPOff 1 0.00765 8.6070 -411.17
## + eFG 1 0.00446 8.6101 -411.11
## + FTRate 1 0.00420 8.6104 -411.11
## + Ftper 1 0.00162 8.6130 -411.06
## + threePperD 1 0.00117 8.6134 -411.06
## + TOVper 1 0.00061 8.6140 -411.05
## + adj_t 1 0.00059 8.6140 -411.05
## + RawT 1 0.00022 8.6144 -411.04
## + Blkper 1 0.00015 8.6145 -411.04
## + twoPper 1 0.00000 8.6146 -411.04
##
## Step: AIC=-418.16
## conf_winner ~ wab + barthag_rk
##
## Df Sum of Sq RSS AIC
## + TOVperD 1 0.32189 7.8852 -422.04
## + nc_fut_sos 1 0.17838 8.0287 -419.39
## + nc_cur_sos 1 0.17838 8.0287 -419.39
## + EffHgt 1 0.17027 8.0368 -419.24
## + AvgHgt 1 0.16396 8.0431 -419.13
## + Orebper 1 0.16090 8.0462 -419.07
## + OpORebper 1 0.13898 8.0681 -418.67
## + Astper 1 0.12197 8.0851 -418.36
## <none> 8.2071 -418.16
## + adj_o 1 0.09486 8.1122 -417.87
## + Talent 1 0.07667 8.1304 -417.54
## + twoPperD 1 0.07557 8.1315 -417.52
## + EliteSOS 1 0.05764 8.1495 -417.19
## + PPPOff 1 0.05314 8.1540 -417.11
## + ov_elite_sos 1 0.04528 8.1618 -416.97
## + FTRateD 1 0.03736 8.1697 -416.83
## + OpAstper 1 0.03693 8.1702 -416.82
## + nc_elite_sos 1 0.03359 8.1735 -416.76
## + threePperD 1 0.02998 8.1771 -416.70
## + threePRate 1 0.02843 8.1787 -416.67
## + eFGD. 1 0.02644 8.1806 -416.63
## + ov_fut_sos 1 0.02423 8.1829 -416.59
## + ov_cur_sos 1 0.02423 8.1829 -416.59
## + adj_t_rk 1 0.02004 8.1871 -416.52
## + threePRateD 1 0.01792 8.1892 -416.48
## + Op.Ftper 1 0.01418 8.1929 -416.41
## + threePper 1 0.00893 8.1982 -416.32
## + Adj.T 1 0.00893 8.1982 -416.32
## + adj_d_rk 1 0.00804 8.1991 -416.30
## + TOVper 1 0.00693 8.2002 -416.28
## + Blkedper 1 0.00657 8.2005 -416.28
## + adj_o_rk 1 0.00646 8.2006 -416.27
## + PPPDef 1 0.00504 8.2021 -416.25
## + adj_d 1 0.00341 8.2037 -416.22
## + adj_t 1 0.00054 8.2065 -416.17
## + RawT 1 0.00038 8.2067 -416.17
## + Ftper 1 0.00027 8.2068 -416.16
## + twoPper 1 0.00024 8.2069 -416.16
## + eFG 1 0.00017 8.2069 -416.16
## + barthag 1 0.00015 8.2069 -416.16
## + FTRate 1 0.00006 8.2070 -416.16
## + Exp 1 0.00003 8.2071 -416.16
## + Blkper 1 0.00001 8.2071 -416.16
##
## Step: AIC=-422.04
## conf_winner ~ wab + barthag_rk + TOVperD
##
## Df Sum of Sq RSS AIC
## + adj_o 1 0.308786 7.5764 -425.91
## + PPPOff 1 0.205367 7.6798 -423.92
## + nc_fut_sos 1 0.200319 7.6849 -423.82
## + nc_cur_sos 1 0.200319 7.6849 -423.82
## + Orebper 1 0.122772 7.7624 -422.35
## <none> 7.8852 -422.04
## + adj_d_rk 1 0.095343 7.7899 -421.83
## + adj_o_rk 1 0.076713 7.8085 -421.48
## + Astper 1 0.065906 7.8193 -421.27
## + EliteSOS 1 0.054445 7.8308 -421.06
## + twoPperD 1 0.050538 7.8347 -420.99
## + nc_elite_sos 1 0.049861 7.8353 -420.97
## + Talent 1 0.046167 7.8390 -420.90
## + ov_elite_sos 1 0.044940 7.8403 -420.88
## + adj_d 1 0.044100 7.8411 -420.86
## + EffHgt 1 0.038285 7.8469 -420.76
## + AvgHgt 1 0.035987 7.8492 -420.71
## + threePRateD 1 0.034776 7.8504 -420.69
## + PPPDef 1 0.034278 7.8509 -420.68
## + TOVper 1 0.028590 7.8566 -420.57
## + eFG 1 0.027938 7.8573 -420.56
## + adj_t_rk 1 0.020872 7.8643 -420.43
## + Blkedper 1 0.020694 7.8645 -420.43
## + ov_fut_sos 1 0.019194 7.8660 -420.40
## + ov_cur_sos 1 0.019194 7.8660 -420.40
## + eFGD. 1 0.018722 7.8665 -420.39
## + OpORebper 1 0.017971 7.8672 -420.38
## + threePperD 1 0.017830 7.8674 -420.37
## + twoPper 1 0.015030 7.8702 -420.32
## + Op.Ftper 1 0.012373 7.8728 -420.27
## + threePRate 1 0.010846 7.8744 -420.24
## + Ftper 1 0.010085 7.8751 -420.23
## + threePper 1 0.009972 7.8752 -420.23
## + Exp 1 0.003819 7.8814 -420.11
## + FTRate 1 0.002767 7.8824 -420.09
## + Adj.T 1 0.002403 7.8828 -420.09
## + RawT 1 0.001913 7.8833 -420.08
## + FTRateD 1 0.001228 7.8840 -420.06
## + barthag 1 0.001061 7.8841 -420.06
## + Blkper 1 0.000752 7.8845 -420.05
## + adj_t 1 0.000513 7.8847 -420.05
## + OpAstper 1 0.000295 7.8849 -420.05
##
## Step: AIC=-425.91
## conf_winner ~ wab + barthag_rk + TOVperD + adj_o
##
## Df Sum of Sq RSS AIC
## + adj_d 1 0.210477 7.3659 -428.05
## + nc_fut_sos 1 0.190599 7.3858 -427.66
## + nc_cur_sos 1 0.190599 7.3858 -427.66
## + Astper 1 0.155852 7.4206 -426.97
## + eFGD. 1 0.137187 7.4392 -426.60
## + adj_o_rk 1 0.130974 7.4454 -426.48
## + PPPDef 1 0.121355 7.4551 -426.29
## + threePperD 1 0.116609 7.4598 -426.19
## + Orebper 1 0.113053 7.4634 -426.12
## + threePRateD 1 0.105200 7.4712 -425.97
## <none> 7.5764 -425.91
## + threePRate 1 0.090708 7.4857 -425.68
## + adj_t_rk 1 0.065109 7.5113 -425.18
## + eFG 1 0.057479 7.5189 -425.03
## + threePper 1 0.048897 7.5275 -424.86
## + adj_d_rk 1 0.044423 7.5320 -424.78
## + EliteSOS 1 0.043630 7.5328 -424.76
## + nc_elite_sos 1 0.042862 7.5336 -424.75
## + Adj.T 1 0.041058 7.5354 -424.71
## + ov_elite_sos 1 0.034141 7.5423 -424.58
## + twoPperD 1 0.031813 7.5446 -424.53
## + Talent 1 0.029240 7.5472 -424.48
## + ov_fut_sos 1 0.028443 7.5480 -424.47
## + ov_cur_sos 1 0.028443 7.5480 -424.47
## + twoPper 1 0.024931 7.5515 -424.40
## + adj_t 1 0.020475 7.5559 -424.31
## + Blkedper 1 0.017630 7.5588 -424.26
## + EffHgt 1 0.014821 7.5616 -424.20
## + PPPOff 1 0.012581 7.5638 -424.16
## + RawT 1 0.012454 7.5640 -424.15
## + AvgHgt 1 0.011331 7.5651 -424.13
## + OpAstper 1 0.009615 7.5668 -424.10
## + Blkper 1 0.006356 7.5701 -424.04
## + Op.Ftper 1 0.006164 7.5703 -424.03
## + FTRate 1 0.005443 7.5710 -424.02
## + Ftper 1 0.003635 7.5728 -423.98
## + TOVper 1 0.002748 7.5737 -423.97
## + Exp 1 0.002653 7.5738 -423.96
## + barthag 1 0.000887 7.5755 -423.93
## + OpORebper 1 0.000671 7.5757 -423.93
## + FTRateD 1 0.000601 7.5758 -423.92
##
## Step: AIC=-428.05
## conf_winner ~ wab + barthag_rk + TOVperD + adj_o + adj_d
##
## Df Sum of Sq RSS AIC
## + Astper 1 0.167961 7.1980 -429.44
## + nc_fut_sos 1 0.159590 7.2064 -429.27
## + nc_cur_sos 1 0.159590 7.2064 -429.27
## + barthag 1 0.145051 7.2209 -428.98
## + EliteSOS 1 0.105715 7.2602 -428.18
## <none> 7.3659 -428.05
## + ov_elite_sos 1 0.092941 7.2730 -427.92
## + Orebper 1 0.079392 7.2865 -427.65
## + threePperD 1 0.074608 7.2913 -427.55
## + threePRateD 1 0.052832 7.3131 -427.11
## + threePper 1 0.052627 7.3133 -427.11
## + adj_o_rk 1 0.052230 7.3137 -427.10
## + Blkedper 1 0.046551 7.3194 -426.99
## + EffHgt 1 0.046171 7.3198 -426.98
## + Talent 1 0.045429 7.3205 -426.96
## + threePRate 1 0.039171 7.3268 -426.84
## + eFG 1 0.037866 7.3281 -426.81
## + nc_elite_sos 1 0.027597 7.3383 -426.61
## + eFGD. 1 0.024428 7.3415 -426.54
## + adj_t_rk 1 0.018993 7.3469 -426.43
## + AvgHgt 1 0.015261 7.3507 -426.36
## + twoPper 1 0.010649 7.3553 -426.27
## + OpORebper 1 0.009512 7.3564 -426.24
## + PPPDef 1 0.008854 7.3571 -426.23
## + Blkper 1 0.007569 7.3584 -426.21
## + PPPOff 1 0.005908 7.3600 -426.17
## + FTRate 1 0.005874 7.3601 -426.17
## + adj_d_rk 1 0.005807 7.3601 -426.17
## + Adj.T 1 0.005681 7.3603 -426.17
## + Exp 1 0.004173 7.3618 -426.14
## + ov_fut_sos 1 0.002611 7.3633 -426.11
## + ov_cur_sos 1 0.002611 7.3633 -426.11
## + Op.Ftper 1 0.002584 7.3634 -426.11
## + TOVper 1 0.001481 7.3645 -426.08
## + RawT 1 0.001222 7.3647 -426.08
## + Ftper 1 0.000757 7.3652 -426.07
## + twoPperD 1 0.000448 7.3655 -426.06
## + adj_t 1 0.000176 7.3658 -426.06
## + FTRateD 1 0.000007 7.3659 -426.05
## + OpAstper 1 0.000001 7.3659 -426.05
##
## Step: AIC=-429.44
## conf_winner ~ wab + barthag_rk + TOVperD + adj_o + adj_d + Astper
##
## Df Sum of Sq RSS AIC
## + barthag 1 0.152035 7.0459 -430.58
## + EliteSOS 1 0.109796 7.0882 -429.70
## <none> 7.1980 -429.44
## + ov_elite_sos 1 0.094468 7.1035 -429.39
## + nc_fut_sos 1 0.091877 7.1061 -429.33
## + nc_cur_sos 1 0.091877 7.1061 -429.33
## + Adj.T 1 0.061087 7.1369 -428.70
## + adj_t_rk 1 0.060606 7.1374 -428.69
## + threePperD 1 0.056693 7.1413 -428.61
## + EffHgt 1 0.052157 7.1458 -428.51
## + threePRateD 1 0.049512 7.1485 -428.46
## + Orebper 1 0.047122 7.1509 -428.41
## + eFGD. 1 0.046928 7.1511 -428.41
## + Blkedper 1 0.043627 7.1544 -428.34
## + adj_t 1 0.029105 7.1689 -428.04
## + AvgHgt 1 0.028539 7.1694 -428.03
## + adj_d_rk 1 0.024417 7.1736 -427.94
## + RawT 1 0.019699 7.1783 -427.85
## + Talent 1 0.018546 7.1794 -427.82
## + threePper 1 0.018432 7.1795 -427.82
## + adj_o_rk 1 0.017811 7.1802 -427.81
## + threePRate 1 0.017497 7.1805 -427.80
## + OpORebper 1 0.015252 7.1827 -427.76
## + TOVper 1 0.014758 7.1832 -427.75
## + PPPDef 1 0.013470 7.1845 -427.72
## + nc_elite_sos 1 0.008364 7.1896 -427.62
## + FTRate 1 0.006421 7.1916 -427.58
## + twoPperD 1 0.006201 7.1918 -427.57
## + Blkper 1 0.003226 7.1948 -427.51
## + OpAstper 1 0.002485 7.1955 -427.50
## + eFG 1 0.002186 7.1958 -427.49
## + FTRateD 1 0.001359 7.1966 -427.47
## + Exp 1 0.000889 7.1971 -427.46
## + Op.Ftper 1 0.000406 7.1976 -427.45
## + PPPOff 1 0.000380 7.1976 -427.45
## + Ftper 1 0.000260 7.1977 -427.45
## + twoPper 1 0.000098 7.1979 -427.45
## + ov_fut_sos 1 0.000032 7.1979 -427.45
## + ov_cur_sos 1 0.000032 7.1979 -427.45
##
## Step: AIC=-430.58
## conf_winner ~ wab + barthag_rk + TOVperD + adj_o + adj_d + Astper +
## barthag
##
## Df Sum of Sq RSS AIC
## + EliteSOS 1 0.096294 6.9497 -430.61
## <none> 7.0459 -430.58
## + ov_elite_sos 1 0.080470 6.9655 -430.27
## + Orebper 1 0.080293 6.9657 -430.27
## + nc_fut_sos 1 0.071058 6.9749 -430.07
## + nc_cur_sos 1 0.071058 6.9749 -430.07
## + EffHgt 1 0.068514 6.9774 -430.02
## + adj_t_rk 1 0.059264 6.9867 -429.82
## + threePRateD 1 0.051186 6.9948 -429.65
## + Adj.T 1 0.049010 6.9969 -429.61
## + threePperD 1 0.043325 7.0026 -429.49
## + eFGD. 1 0.036035 7.0099 -429.34
## + Blkedper 1 0.034588 7.0114 -429.31
## + AvgHgt 1 0.034133 7.0118 -429.30
## + TOVper 1 0.033473 7.0125 -429.28
## + threePRate 1 0.031358 7.0146 -429.24
## + threePper 1 0.029629 7.0163 -429.20
## + OpORebper 1 0.026210 7.0197 -429.13
## + adj_t 1 0.018646 7.0273 -428.97
## + adj_d_rk 1 0.018305 7.0276 -428.97
## + RawT 1 0.017332 7.0286 -428.95
## + Talent 1 0.017206 7.0287 -428.94
## + adj_o_rk 1 0.010328 7.0356 -428.80
## + eFG 1 0.006785 7.0392 -428.72
## + twoPperD 1 0.006662 7.0393 -428.72
## + PPPDef 1 0.006170 7.0398 -428.71
## + nc_elite_sos 1 0.003806 7.0421 -428.66
## + FTRateD 1 0.003570 7.0424 -428.66
## + FTRate 1 0.003419 7.0425 -428.65
## + Blkper 1 0.003414 7.0425 -428.65
## + OpAstper 1 0.001446 7.0445 -428.61
## + PPPOff 1 0.001272 7.0447 -428.61
## + Op.Ftper 1 0.000778 7.0452 -428.60
## + Ftper 1 0.000501 7.0454 -428.59
## + Exp 1 0.000235 7.0457 -428.59
## + twoPper 1 0.000017 7.0459 -428.58
## + ov_fut_sos 1 0.000000 7.0459 -428.58
## + ov_cur_sos 1 0.000000 7.0459 -428.58
##
## Step: AIC=-430.61
## conf_winner ~ wab + barthag_rk + TOVperD + adj_o + adj_d + Astper +
## barthag + EliteSOS
##
## Df Sum of Sq RSS AIC
## + ov_fut_sos 1 0.292721 6.6569 -434.93
## + ov_cur_sos 1 0.292721 6.6569 -434.93
## + nc_fut_sos 1 0.160081 6.7896 -432.03
## + nc_cur_sos 1 0.160081 6.7896 -432.03
## + PPPOff 1 0.096907 6.8527 -430.67
## + EffHgt 1 0.095168 6.8545 -430.63
## <none> 6.9497 -430.61
## + OpORebper 1 0.086296 6.8634 -430.44
## + Orebper 1 0.069757 6.8799 -430.09
## + adj_t_rk 1 0.069496 6.8802 -430.08
## + threePRateD 1 0.064142 6.8855 -429.97
## + Adj.T 1 0.063682 6.8860 -429.96
## + TOVper 1 0.056919 6.8927 -429.81
## + nc_elite_sos 1 0.053701 6.8959 -429.75
## + AvgHgt 1 0.046085 6.9036 -429.58
## + RawT 1 0.043074 6.9066 -429.52
## + threePRate 1 0.039936 6.9097 -429.45
## + adj_d_rk 1 0.039056 6.9106 -429.43
## + PPPDef 1 0.038189 6.9115 -429.42
## + adj_t 1 0.034065 6.9156 -429.33
## + threePper 1 0.032965 6.9167 -429.30
## + Blkedper 1 0.030014 6.9196 -429.24
## + ov_elite_sos 1 0.027664 6.9220 -429.19
## + eFG 1 0.022003 6.9276 -429.07
## + Talent 1 0.021603 6.9280 -429.06
## + threePperD 1 0.020999 6.9287 -429.05
## + OpAstper 1 0.013530 6.9361 -428.89
## + eFGD. 1 0.005704 6.9439 -428.73
## + FTRate 1 0.004781 6.9449 -428.71
## + twoPper 1 0.004280 6.9454 -428.70
## + adj_o_rk 1 0.003512 6.9461 -428.68
## + FTRateD 1 0.002610 6.9470 -428.66
## + Op.Ftper 1 0.000264 6.9494 -428.61
## + Blkper 1 0.000207 6.9494 -428.61
## + Exp 1 0.000171 6.9495 -428.61
## + twoPperD 1 0.000004 6.9496 -428.61
## + Ftper 1 0.000001 6.9496 -428.61
##
## Step: AIC=-434.93
## conf_winner ~ wab + barthag_rk + TOVperD + adj_o + adj_d + Astper +
## barthag + EliteSOS + ov_fut_sos
##
## Df Sum of Sq RSS AIC
## + EffHgt 1 0.111554 6.5454 -435.42
## + adj_t_rk 1 0.104112 6.5528 -435.25
## + TOVper 1 0.098785 6.5581 -435.13
## + RawT 1 0.096512 6.5604 -435.08
## + Adj.T 1 0.092117 6.5648 -434.98
## <none> 6.6569 -434.93
## + adj_t 1 0.069161 6.5878 -434.47
## + Orebper 1 0.063550 6.5934 -434.34
## + threePRateD 1 0.058115 6.5988 -434.22
## + OpORebper 1 0.052726 6.6042 -434.10
## + threePRate 1 0.043403 6.6135 -433.89
## + adj_d_rk 1 0.037486 6.6194 -433.76
## + AvgHgt 1 0.034887 6.6220 -433.70
## + Blkedper 1 0.021042 6.6359 -433.40
## + threePperD 1 0.020680 6.6362 -433.39
## + adj_o_rk 1 0.019758 6.6372 -433.37
## + PPPOff 1 0.017255 6.6397 -433.31
## + OpAstper 1 0.010146 6.6468 -433.16
## + eFGD. 1 0.009578 6.6474 -433.14
## + FTRateD 1 0.007329 6.6496 -433.09
## + threePper 1 0.006370 6.6506 -433.07
## + nc_elite_sos 1 0.005664 6.6513 -433.06
## + nc_fut_sos 1 0.004716 6.6522 -433.04
## + nc_cur_sos 1 0.004716 6.6522 -433.04
## + twoPper 1 0.003563 6.6534 -433.01
## + PPPDef 1 0.002656 6.6543 -432.99
## + Op.Ftper 1 0.002419 6.6545 -432.99
## + FTRate 1 0.001469 6.6555 -432.96
## + Talent 1 0.001038 6.6559 -432.95
## + twoPperD 1 0.000591 6.6563 -432.94
## + ov_elite_sos 1 0.000340 6.6566 -432.94
## + Exp 1 0.000223 6.6567 -432.94
## + eFG 1 0.000132 6.6568 -432.93
## + Blkper 1 0.000007 6.6569 -432.93
## + Ftper 1 0.000002 6.6569 -432.93
##
## Step: AIC=-435.42
## conf_winner ~ wab + barthag_rk + TOVperD + adj_o + adj_d + Astper +
## barthag + EliteSOS + ov_fut_sos + EffHgt
##
## Df Sum of Sq RSS AIC
## + adj_t_rk 1 0.116497 6.4289 -436.06
## + TOVper 1 0.093845 6.4515 -435.54
## <none> 6.5454 -435.42
## + RawT 1 0.076891 6.4685 -435.15
## + Adj.T 1 0.075723 6.4697 -435.13
## + threePRate 1 0.061303 6.4841 -434.80
## + Orebper 1 0.061254 6.4841 -434.80
## + adj_t 1 0.059951 6.4854 -434.77
## + OpORebper 1 0.042559 6.5028 -434.38
## + adj_o_rk 1 0.040635 6.5047 -434.33
## + PPPOff 1 0.025353 6.5200 -433.99
## + threePRateD 1 0.025195 6.5202 -433.98
## + FTRateD 1 0.024916 6.5205 -433.98
## + OpAstper 1 0.023550 6.5218 -433.95
## + Talent 1 0.017342 6.5280 -433.81
## + eFGD. 1 0.013981 6.5314 -433.73
## + adj_d_rk 1 0.013383 6.5320 -433.72
## + threePperD 1 0.011680 6.5337 -433.68
## + threePper 1 0.011132 6.5342 -433.67
## + Blkper 1 0.010867 6.5345 -433.66
## + twoPper 1 0.009810 6.5356 -433.64
## + nc_elite_sos 1 0.007212 6.5382 -433.58
## + twoPperD 1 0.007144 6.5382 -433.58
## + ov_elite_sos 1 0.006863 6.5385 -433.57
## + nc_fut_sos 1 0.006273 6.5391 -433.56
## + nc_cur_sos 1 0.006273 6.5391 -433.56
## + Blkedper 1 0.005211 6.5402 -433.53
## + Ftper 1 0.003545 6.5418 -433.50
## + FTRate 1 0.002270 6.5431 -433.47
## + AvgHgt 1 0.001601 6.5438 -433.45
## + eFG 1 0.000543 6.5448 -433.43
## + Exp 1 0.000223 6.5452 -433.42
## + Op.Ftper 1 0.000013 6.5454 -433.42
## + PPPDef 1 0.000005 6.5454 -433.42
##
## Step: AIC=-436.06
## conf_winner ~ wab + barthag_rk + TOVperD + adj_o + adj_d + Astper +
## barthag + EliteSOS + ov_fut_sos + EffHgt + adj_t_rk
##
## Df Sum of Sq RSS AIC
## + threePRate 1 0.128715 6.3002 -437.03
## + TOVper 1 0.090955 6.3379 -436.15
## <none> 6.4289 -436.06
## + Orebper 1 0.081849 6.3470 -435.94
## + OpORebper 1 0.079367 6.3495 -435.88
## + threePRateD 1 0.064058 6.3648 -435.53
## + Talent 1 0.037821 6.3911 -434.92
## + adj_o_rk 1 0.029581 6.3993 -434.73
## + PPPOff 1 0.027001 6.4019 -434.67
## + eFGD. 1 0.019864 6.4090 -434.51
## + FTRateD 1 0.016957 6.4119 -434.44
## + adj_d_rk 1 0.014836 6.4140 -434.40
## + OpAstper 1 0.014301 6.4146 -434.38
## + Op.Ftper 1 0.012246 6.4166 -434.34
## + twoPperD 1 0.011066 6.4178 -434.31
## + threePperD 1 0.010936 6.4179 -434.31
## + threePper 1 0.009461 6.4194 -434.27
## + Blkper 1 0.009105 6.4198 -434.26
## + Ftper 1 0.007943 6.4209 -434.24
## + adj_t 1 0.005516 6.4234 -434.18
## + twoPper 1 0.004171 6.4247 -434.15
## + nc_elite_sos 1 0.003816 6.4251 -434.14
## + nc_fut_sos 1 0.003469 6.4254 -434.14
## + nc_cur_sos 1 0.003469 6.4254 -434.14
## + Exp 1 0.002935 6.4259 -434.12
## + ov_elite_sos 1 0.002061 6.4268 -434.10
## + Blkedper 1 0.000896 6.4280 -434.08
## + FTRate 1 0.000505 6.4284 -434.07
## + eFG 1 0.000169 6.4287 -434.06
## + RawT 1 0.000110 6.4288 -434.06
## + PPPDef 1 0.000028 6.4288 -434.06
## + AvgHgt 1 0.000023 6.4289 -434.06
## + Adj.T 1 0.000009 6.4289 -434.06
##
## Step: AIC=-437.03
## conf_winner ~ wab + barthag_rk + TOVperD + adj_o + adj_d + Astper +
## barthag + EliteSOS + ov_fut_sos + EffHgt + adj_t_rk + threePRate
##
## Df Sum of Sq RSS AIC
## <none> 6.3002 -437.03
## + TOVper 1 0.083777 6.2164 -437.00
## + adj_o_rk 1 0.055573 6.2446 -436.33
## + OpORebper 1 0.055043 6.2451 -436.32
## + FTRateD 1 0.046428 6.2537 -436.12
## + threePperD 1 0.038122 6.2620 -435.92
## + PPPOff 1 0.036345 6.2638 -435.88
## + Blkedper 1 0.036120 6.2640 -435.87
## + eFGD. 1 0.027962 6.2722 -435.68
## + ov_elite_sos 1 0.027558 6.2726 -435.67
## + threePRateD 1 0.025795 6.2744 -435.63
## + Orebper 1 0.022912 6.2773 -435.56
## + adj_t 1 0.018522 6.2816 -435.46
## + FTRate 1 0.016096 6.2841 -435.41
## + Blkper 1 0.015573 6.2846 -435.39
## + OpAstper 1 0.015522 6.2846 -435.39
## + twoPper 1 0.014530 6.2856 -435.37
## + PPPDef 1 0.011851 6.2883 -435.31
## + Adj.T 1 0.010544 6.2896 -435.28
## + nc_elite_sos 1 0.009166 6.2910 -435.24
## + Talent 1 0.008984 6.2912 -435.24
## + eFG 1 0.007065 6.2931 -435.19
## + nc_fut_sos 1 0.006179 6.2940 -435.17
## + nc_cur_sos 1 0.006179 6.2940 -435.17
## + RawT 1 0.005985 6.2942 -435.17
## + threePper 1 0.005259 6.2949 -435.15
## + adj_d_rk 1 0.004895 6.2953 -435.14
## + twoPperD 1 0.004573 6.2956 -435.14
## + Op.Ftper 1 0.003318 6.2968 -435.11
## + Ftper 1 0.002283 6.2979 -435.08
## + Exp 1 0.000847 6.2993 -435.05
## + AvgHgt 1 0.000009 6.3002 -435.03#accuracy
PAC.lm.forward.pred <- predict(PAC.lm.forward, PAC_valid.df, na.action = na.pass)
accuracy(PAC.lm.forward.pred, PAC_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set 0.0289809 0.2807113 0.1885032 NaN InfStepwise Selection
PAC.lm.stepwise <- step(PAC.lm, direction = 'both')## Start: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + ov_cur_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPper + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## nc_cur_sos + ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPper + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=86
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_elite_sos + nc_fut_sos +
## ov_elite_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPper +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## OpAstper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_elite_sos 1 0.0000000041527 84
## - adj_d 1 0.0000000041580 84
## - twoPper 1 0.0000000041587 84
## - nc_fut_sos 1 0.0000000041689 84
## - threePper 1 0.0000000041696 84
## - adj_t_rk 1 0.0000000041778 84
## - OpAstper 1 0.0000000041869 84
## - Exp 1 0.0000000041949 84
## - Adj.T 1 0.0000000042049 84
## - adj_t 1 0.0000000042074 84
## - adj_o_rk 1 0.0000000042204 84
## - ov_elite_sos 1 0.0000000042240 84
## - Astper 1 0.0000000042639 84
## - adj_d_rk 1 0.0000000042653 84
## - eFG 1 0.0000000042711 84
## - Op.Ftper 1 0.0000000043025 84
## - Blkedper 1 0.0000000043089 84
## - RawT 1 0.0000000043278 84
## - EliteSOS 1 0.0000000043308 84
## - ov_fut_sos 1 0.0000000043354 84
## - Talent 1 0.0000000043997 84
## - barthag_rk 1 0.0000000044553 84
## - barthag 1 0.0000000044827 84
## - EffHgt 1 0.0000000045634 84
## - eFGD. 1 0.0000000045936 84
## - PPPDef 1 0.0000000046435 84
## - adj_o 1 0.0000000046750 84
## - wab 1 0.0000000047008 84
## - OpORebper 1 0.0000000047485 84
## - Blkper 1 0.0000000048654 84
## - AvgHgt 1 0.0000000048656 84
## - TOVperD 1 0.0000000049146 84
## - FTRate 1 0.0000000050473 84
## - Orebper 1 0.0000000050700 84
## - Ftper 1 0.0000000050837 84
## - FTRateD 1 0.0000000052032 84
## - PPPOff 1 0.0000000052271 84
## - threePRateD 1 0.0000000052285 84
## - TOVper 1 0.0000000052350 84
## - threePRate 1 0.0000000052982 84
## - twoPperD 1 0.0000000055963 84
## - threePperD 1 0.0000000057433 84
## <none> 0.0000000041516 86## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=84
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d +
## adj_d_rk + adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPper + twoPperD + threePper +
## threePperD + Blkper + Blkedper + Astper + OpAstper + threePRate +
## threePRateD + Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d 1 0.0000000041603 82
## - adj_t_rk 1 0.0000000041776 82
## - twoPper 1 0.0000000041801 82
## - OpAstper 1 0.0000000041909 82
## - Exp 1 0.0000000041915 82
## - threePper 1 0.0000000042015 82
## - Adj.T 1 0.0000000042215 82
## - ov_elite_sos 1 0.0000000042248 82
## - adj_o_rk 1 0.0000000042259 82
## - adj_t 1 0.0000000042303 82
## - nc_fut_sos 1 0.0000000042305 82
## - adj_d_rk 1 0.0000000042669 82
## - Astper 1 0.0000000042673 82
## - eFG 1 0.0000000042702 82
## - Op.Ftper 1 0.0000000043124 82
## - Blkedper 1 0.0000000043165 82
## - EliteSOS 1 0.0000000043607 82
## - RawT 1 0.0000000044436 82
## - Talent 1 0.0000000044475 82
## - barthag_rk 1 0.0000000044566 82
## - barthag 1 0.0000000044873 82
## - EffHgt 1 0.0000000045800 82
## - PPPDef 1 0.0000000046564 82
## - wab 1 0.0000000047064 82
## - eFGD. 1 0.0000000047188 82
## - OpORebper 1 0.0000000047567 82
## - adj_o 1 0.0000000048236 82
## - ov_fut_sos 1 0.0000000048795 82
## - TOVperD 1 0.0000000049162 82
## - AvgHgt 1 0.0000000049772 82
## - Blkper 1 0.0000000050348 82
## - FTRate 1 0.0000000050721 82
## - Orebper 1 0.0000000050742 82
## - Ftper 1 0.0000000050913 82
## - PPPOff 1 0.0000000052320 82
## - threePRateD 1 0.0000000052324 82
## - FTRateD 1 0.0000000052687 82
## - TOVper 1 0.0000000052734 82
## - threePRate 1 0.0000000053240 82
## - twoPperD 1 0.0000000057425 82
## - threePperD 1 0.0000000061142 82
## <none> 0.0000000041527 84
## + nc_elite_sos 1 0.0000000041516 86## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=82
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPper + twoPperD + threePper + threePperD +
## Blkper + Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - twoPper 1 0.0000000041713 80
## - adj_t_rk 1 0.0000000041922 80
## - OpAstper 1 0.0000000041927 80
## - Exp 1 0.0000000041967 80
## - threePper 1 0.0000000041972 80
## - Adj.T 1 0.0000000042300 80
## - ov_elite_sos 1 0.0000000042343 80
## - adj_t 1 0.0000000042368 80
## - adj_d_rk 1 0.0000000042730 80
## - nc_fut_sos 1 0.0000000042747 80
## - adj_o_rk 1 0.0000000042835 80
## - Astper 1 0.0000000042841 80
## - eFG 1 0.0000000042904 80
## - Op.Ftper 1 0.0000000043334 80
## - Blkedper 1 0.0000000043590 80
## - EliteSOS 1 0.0000000043761 80
## - barthag_rk 1 0.0000000045185 80
## - RawT 1 0.0000000045242 80
## - barthag 1 0.0000000045769 80
## - Talent 1 0.0000000046133 80
## - EffHgt 1 0.0000000046139 80
## - eFGD. 1 0.0000000047312 80
## - wab 1 0.0000000047653 80
## - PPPDef 1 0.0000000047950 80
## - adj_o 1 0.0000000048221 80
## - OpORebper 1 0.0000000048268 80
## - ov_fut_sos 1 0.0000000049675 80
## - TOVperD 1 0.0000000050017 80
## - Orebper 1 0.0000000051101 80
## - Ftper 1 0.0000000051113 80
## - AvgHgt 1 0.0000000051553 80
## - Blkper 1 0.0000000051662 80
## - FTRate 1 0.0000000051843 80
## - threePRateD 1 0.0000000052490 80
## - PPPOff 1 0.0000000052989 80
## - TOVper 1 0.0000000053102 80
## - FTRateD 1 0.0000000053573 80
## - threePRate 1 0.0000000057218 80
## - twoPperD 1 0.0000000057429 80
## - threePperD 1 0.0000000061223 80
## <none> 0.0000000041603 82
## + adj_d 1 0.0000000041527 84
## + nc_elite_sos 1 0.0000000041580 84## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=80
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk +
## adj_t + adj_t_rk + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePper + threePperD + Blkper +
## Blkedper + Astper + OpAstper + threePRate + threePRateD +
## Adj.T + AvgHgt + EffHgt + Exp + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t_rk 1 0.0000000041881 78
## - OpAstper 1 0.0000000041927 78
## - Adj.T 1 0.0000000042005 78
## - ov_elite_sos 1 0.0000000042168 78
## - Exp 1 0.0000000042194 78
## - adj_t 1 0.0000000042955 78
## - threePper 1 0.0000000043041 78
## - adj_d_rk 1 0.0000000043156 78
## - adj_o_rk 1 0.0000000043277 78
## - Op.Ftper 1 0.0000000043310 78
## - nc_fut_sos 1 0.0000000043507 78
## - Astper 1 0.0000000043812 78
## - EliteSOS 1 0.0000000043952 78
## - Blkedper 1 0.0000000043978 78
## - barthag_rk 1 0.0000000045628 78
## - barthag 1 0.0000000045792 78
## - RawT 1 0.0000000046011 78
## - Talent 1 0.0000000046483 78
## - EffHgt 1 0.0000000046786 78
## - eFGD. 1 0.0000000047788 78
## - PPPDef 1 0.0000000047894 78
## - wab 1 0.0000000048055 78
## - OpORebper 1 0.0000000048252 78
## - adj_o 1 0.0000000049971 78
## - TOVperD 1 0.0000000050151 78
## - eFG 1 0.0000000050659 78
## - Orebper 1 0.0000000051232 78
## - Ftper 1 0.0000000051765 78
## - Blkper 1 0.0000000051790 78
## - FTRate 1 0.0000000052076 78
## - threePRateD 1 0.0000000052532 78
## - AvgHgt 1 0.0000000052867 78
## - TOVper 1 0.0000000053164 78
## - ov_fut_sos 1 0.0000000053257 78
## - FTRateD 1 0.0000000053648 78
## - PPPOff 1 0.0000000054576 78
## - threePRate 1 0.0000000057782 78
## - twoPperD 1 0.0000000065501 78
## - threePperD 1 0.0000000072325 78
## <none> 0.0000000041713 80
## + twoPper 1 0.0000000041603 82
## + nc_elite_sos 1 0.0000000041638 82
## + adj_d 1 0.0000000041801 82## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=78
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk +
## adj_t + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + OpAstper + threePRate + threePRateD + Adj.T + AvgHgt +
## EffHgt + Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpAstper 1 0.0000000042028 76
## - ov_elite_sos 1 0.0000000042249 76
## - Exp 1 0.0000000042314 76
## - Adj.T 1 0.0000000042316 76
## - threePper 1 0.0000000043131 76
## - adj_d_rk 1 0.0000000043264 76
## - adj_o_rk 1 0.0000000043396 76
## - Op.Ftper 1 0.0000000043676 76
## - nc_fut_sos 1 0.0000000043685 76
## - adj_t 1 0.0000000043689 76
## - Blkedper 1 0.0000000044039 76
## - EliteSOS 1 0.0000000044050 76
## - Astper 1 0.0000000044067 76
## - barthag 1 0.0000000046232 76
## - barthag_rk 1 0.0000000046340 76
## - Talent 1 0.0000000046702 76
## - EffHgt 1 0.0000000046772 76
## - RawT 1 0.0000000047381 76
## - eFGD. 1 0.0000000048211 76
## - PPPDef 1 0.0000000048325 76
## - OpORebper 1 0.0000000048421 76
## - wab 1 0.0000000048915 76
## - TOVperD 1 0.0000000050372 76
## - adj_o 1 0.0000000050589 76
## - eFG 1 0.0000000050865 76
## - Orebper 1 0.0000000051496 76
## - Ftper 1 0.0000000052016 76
## - Blkper 1 0.0000000052182 76
## - FTRate 1 0.0000000052432 76
## - threePRateD 1 0.0000000052661 76
## - TOVper 1 0.0000000053532 76
## - FTRateD 1 0.0000000053807 76
## - AvgHgt 1 0.0000000053864 76
## - ov_fut_sos 1 0.0000000054817 76
## - PPPOff 1 0.0000000054908 76
## - threePRate 1 0.0000000058251 76
## - twoPperD 1 0.0000000066317 76
## - threePperD 1 0.0000000073597 76
## <none> 0.0000000041881 78
## + adj_t_rk 1 0.0000000041713 80
## + nc_elite_sos 1 0.0000000041777 80
## + twoPper 1 0.0000000041922 80
## + adj_d 1 0.0000000041924 80## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=76
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk +
## adj_t + wab + nc_fut_sos + ov_elite_sos + ov_fut_sos + eFG +
## eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPperD + threePper + threePperD + Blkper + Blkedper +
## Astper + threePRate + threePRateD + Adj.T + AvgHgt + EffHgt +
## Exp + Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - ov_elite_sos 1 0.0000000042426 74
## - Exp 1 0.0000000042471 74
## - Adj.T 1 0.0000000042752 74
## - adj_d_rk 1 0.0000000043366 74
## - threePper 1 0.0000000043387 74
## - adj_o_rk 1 0.0000000043604 74
## - Op.Ftper 1 0.0000000043785 74
## - nc_fut_sos 1 0.0000000043834 74
## - Astper 1 0.0000000044265 74
## - EliteSOS 1 0.0000000044397 74
## - adj_t 1 0.0000000044469 74
## - Blkedper 1 0.0000000044792 74
## - barthag 1 0.0000000046609 74
## - barthag_rk 1 0.0000000046774 74
## - EffHgt 1 0.0000000047125 74
## - Talent 1 0.0000000047684 74
## - RawT 1 0.0000000047832 74
## - PPPDef 1 0.0000000048469 74
## - OpORebper 1 0.0000000049029 74
## - eFGD. 1 0.0000000049167 74
## - wab 1 0.0000000049744 74
## - TOVperD 1 0.0000000050633 74
## - adj_o 1 0.0000000050854 74
## - eFG 1 0.0000000051209 74
## - Orebper 1 0.0000000051867 74
## - Blkper 1 0.0000000052403 74
## - Ftper 1 0.0000000053203 74
## - FTRate 1 0.0000000053604 74
## - TOVper 1 0.0000000053838 74
## - AvgHgt 1 0.0000000054040 74
## - FTRateD 1 0.0000000054577 74
## - ov_fut_sos 1 0.0000000054774 74
## - PPPOff 1 0.0000000055082 74
## - threePRateD 1 0.0000000057107 74
## - threePRate 1 0.0000000064058 74
## - twoPperD 1 0.0000000067165 74
## - threePperD 1 0.0000000075721 74
## <none> 0.0000000042028 76
## + OpAstper 1 0.0000000041881 78
## + adj_t_rk 1 0.0000000041927 78
## + nc_elite_sos 1 0.0000000041934 78
## + adj_d 1 0.0000000042079 78
## + twoPper 1 0.0000000042092 78## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=74
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk +
## adj_t + wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## threePRate + threePRateD + Adj.T + AvgHgt + EffHgt + Exp +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Adj.T 1 0.0000000042977 72
## - Exp 1 0.0000000043075 72
## - adj_d_rk 1 0.0000000043393 72
## - threePper 1 0.0000000043414 72
## - adj_o_rk 1 0.0000000043890 72
## - nc_fut_sos 1 0.0000000044077 72
## - Astper 1 0.0000000044571 72
## - adj_t 1 0.0000000044643 72
## - Op.Ftper 1 0.0000000044879 72
## - Blkedper 1 0.0000000044935 72
## - barthag 1 0.0000000046743 72
## - barthag_rk 1 0.0000000046979 72
## - EffHgt 1 0.0000000047522 72
## - Talent 1 0.0000000047599 72
## - RawT 1 0.0000000048030 72
## - eFGD. 1 0.0000000049431 72
## - PPPDef 1 0.0000000050042 72
## - OpORebper 1 0.0000000050212 72
## - adj_o 1 0.0000000050917 72
## - eFG 1 0.0000000051411 72
## - TOVperD 1 0.0000000051774 72
## - Orebper 1 0.0000000051993 72
## - wab 1 0.0000000052047 72
## - EliteSOS 1 0.0000000052101 72
## - Ftper 1 0.0000000053302 72
## - Blkper 1 0.0000000053336 72
## - FTRate 1 0.0000000054049 72
## - TOVper 1 0.0000000054192 72
## - PPPOff 1 0.0000000055324 72
## - FTRateD 1 0.0000000055383 72
## - AvgHgt 1 0.0000000056296 72
## - ov_fut_sos 1 0.0000000057078 72
## - threePRateD 1 0.0000000060185 72
## - threePRate 1 0.0000000064848 72
## - twoPperD 1 0.0000000067280 72
## - threePperD 1 0.0000000075767 72
## <none> 0.0000000042426 74
## + ov_elite_sos 1 0.0000000042028 76
## + OpAstper 1 0.0000000042249 76
## + nc_elite_sos 1 0.0000000042371 76
## + adj_t_rk 1 0.0000000042413 76
## + adj_d 1 0.0000000042448 76
## + twoPper 1 0.0000000042537 76## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=72
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk +
## adj_t + wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## threePRate + threePRateD + AvgHgt + EffHgt + Exp + Talent +
## Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Exp 1 0.0000000043390 70
## - adj_d_rk 1 0.0000000043523 70
## - threePper 1 0.0000000043854 70
## - adj_o_rk 1 0.0000000044061 70
## - nc_fut_sos 1 0.0000000044238 70
## - Op.Ftper 1 0.0000000045076 70
## - Blkedper 1 0.0000000045196 70
## - Astper 1 0.0000000046316 70
## - adj_t 1 0.0000000046459 70
## - EffHgt 1 0.0000000048084 70
## - Talent 1 0.0000000048145 70
## - RawT 1 0.0000000048170 70
## - barthag_rk 1 0.0000000048739 70
## - barthag 1 0.0000000049208 70
## - PPPDef 1 0.0000000050355 70
## - eFGD. 1 0.0000000050638 70
## - OpORebper 1 0.0000000050795 70
## - eFG 1 0.0000000051943 70
## - adj_o 1 0.0000000052101 70
## - wab 1 0.0000000052445 70
## - TOVperD 1 0.0000000052707 70
## - Orebper 1 0.0000000053593 70
## - Ftper 1 0.0000000053961 70
## - Blkper 1 0.0000000054016 70
## - EliteSOS 1 0.0000000054130 70
## - TOVper 1 0.0000000054757 70
## - FTRateD 1 0.0000000055692 70
## - PPPOff 1 0.0000000056171 70
## - FTRate 1 0.0000000056733 70
## - ov_fut_sos 1 0.0000000057147 70
## - AvgHgt 1 0.0000000057508 70
## - threePRateD 1 0.0000000061547 70
## - threePRate 1 0.0000000064864 70
## - twoPperD 1 0.0000000067068 70
## - threePperD 1 0.0000000075816 70
## <none> 0.0000000042977 72
## + Adj.T 1 0.0000000042426 74
## + OpAstper 1 0.0000000042643 74
## + nc_elite_sos 1 0.0000000042732 74
## + ov_elite_sos 1 0.0000000042752 74
## + adj_t_rk 1 0.0000000042822 74
## + adj_d 1 0.0000000043070 74
## + twoPper 1 0.0000000043079 74## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=70
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_d_rk +
## adj_t + wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + RawT +
## twoPperD + threePper + threePperD + Blkper + Blkedper + Astper +
## threePRate + threePRateD + AvgHgt + EffHgt + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_d_rk 1 0.0000000043892 68
## - threePper 1 0.0000000044155 68
## - adj_o_rk 1 0.0000000044352 68
## - nc_fut_sos 1 0.0000000044482 68
## - Op.Ftper 1 0.0000000045133 68
## - Blkedper 1 0.0000000045299 68
## - Astper 1 0.0000000046359 68
## - adj_t 1 0.0000000046511 68
## - EffHgt 1 0.0000000048116 68
## - RawT 1 0.0000000048182 68
## - Talent 1 0.0000000048195 68
## - barthag_rk 1 0.0000000049073 68
## - barthag 1 0.0000000049351 68
## - eFGD. 1 0.0000000050660 68
## - PPPDef 1 0.0000000051518 68
## - OpORebper 1 0.0000000051915 68
## - adj_o 1 0.0000000052137 68
## - eFG 1 0.0000000052978 68
## - wab 1 0.0000000053028 68
## - TOVperD 1 0.0000000054043 68
## - Blkper 1 0.0000000054094 68
## - EliteSOS 1 0.0000000054211 68
## - Ftper 1 0.0000000054352 68
## - Orebper 1 0.0000000054725 68
## - FTRateD 1 0.0000000055961 68
## - TOVper 1 0.0000000056287 68
## - PPPOff 1 0.0000000056313 68
## - FTRate 1 0.0000000057173 68
## - ov_fut_sos 1 0.0000000057194 68
## - AvgHgt 1 0.0000000057878 68
## - threePRateD 1 0.0000000061533 68
## - twoPperD 1 0.0000000067262 68
## - threePRate 1 0.0000000068473 68
## - threePperD 1 0.0000000076760 68
## <none> 0.0000000043390 70
## + Exp 1 0.0000000042977 72
## + Adj.T 1 0.0000000043075 72
## + ov_elite_sos 1 0.0000000043222 72
## + OpAstper 1 0.0000000043228 72
## + adj_t_rk 1 0.0000000043336 72
## + adj_d 1 0.0000000043348 72
## + nc_elite_sos 1 0.0000000043364 72
## + twoPper 1 0.0000000043385 72## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=68
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_t +
## wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPperD +
## threePper + threePperD + Blkper + Blkedper + Astper + threePRate +
## threePRateD + AvgHgt + EffHgt + Talent + Ftper + Op.Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePper 1 0.0000000044331 66
## - adj_o_rk 1 0.0000000044376 66
## - nc_fut_sos 1 0.0000000044858 66
## - Blkedper 1 0.0000000045542 66
## - Op.Ftper 1 0.0000000046291 66
## - Astper 1 0.0000000047558 66
## - adj_t 1 0.0000000047921 66
## - Talent 1 0.0000000048278 66
## - EffHgt 1 0.0000000048455 66
## - RawT 1 0.0000000049472 66
## - barthag_rk 1 0.0000000049795 66
## - OpORebper 1 0.0000000052227 66
## - eFGD. 1 0.0000000052269 66
## - PPPDef 1 0.0000000052774 66
## - adj_o 1 0.0000000054052 66
## - barthag 1 0.0000000054056 66
## - Blkper 1 0.0000000054160 66
## - eFG 1 0.0000000054214 66
## - TOVperD 1 0.0000000054324 66
## - wab 1 0.0000000054978 66
## - Ftper 1 0.0000000055370 66
## - Orebper 1 0.0000000056057 66
## - EliteSOS 1 0.0000000057010 66
## - FTRateD 1 0.0000000057707 66
## - TOVper 1 0.0000000057755 66
## - ov_fut_sos 1 0.0000000058213 66
## - PPPOff 1 0.0000000058576 66
## - FTRate 1 0.0000000058964 66
## - AvgHgt 1 0.0000000059442 66
## - threePRateD 1 0.0000000065416 66
## - twoPperD 1 0.0000000067527 66
## - threePRate 1 0.0000000071362 66
## - threePperD 1 0.0000000076883 66
## <none> 0.0000000043892 68
## + adj_d_rk 1 0.0000000043390 70
## + Adj.T 1 0.0000000043521 70
## + Exp 1 0.0000000043523 70
## + adj_t_rk 1 0.0000000043709 70
## + OpAstper 1 0.0000000043721 70
## + ov_elite_sos 1 0.0000000043809 70
## + adj_d 1 0.0000000043858 70
## + nc_elite_sos 1 0.0000000043862 70
## + twoPper 1 0.0000000044026 70## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=66
## conf_winner ~ barthag + barthag_rk + adj_o_rk + adj_o + adj_t +
## wab + nc_fut_sos + ov_fut_sos + eFG + eFGD. + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + RawT + twoPperD +
## threePperD + Blkper + Blkedper + Astper + threePRate + threePRateD +
## AvgHgt + EffHgt + Talent + Ftper + Op.Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o_rk 1 0.0000000044681 64
## - nc_fut_sos 1 0.0000000045745 64
## - Blkedper 1 0.0000000046037 64
## - Op.Ftper 1 0.0000000047369 64
## - adj_t 1 0.0000000047976 64
## - Astper 1 0.0000000048221 64
## - Talent 1 0.0000000048368 64
## - EffHgt 1 0.0000000048557 64
## - RawT 1 0.0000000049578 64
## - barthag_rk 1 0.0000000051979 64
## - adj_o 1 0.0000000054521 64
## - OpORebper 1 0.0000000055460 64
## - wab 1 0.0000000055928 64
## - PPPDef 1 0.0000000056541 64
## - barthag 1 0.0000000056917 64
## - eFGD. 1 0.0000000057331 64
## - eFG 1 0.0000000057355 64
## - Orebper 1 0.0000000057459 64
## - Ftper 1 0.0000000058278 64
## - TOVperD 1 0.0000000058292 64
## - PPPOff 1 0.0000000059099 64
## - FTRate 1 0.0000000059518 64
## - AvgHgt 1 0.0000000060201 64
## - Blkper 1 0.0000000060539 64
## - TOVper 1 0.0000000061564 64
## - ov_fut_sos 1 0.0000000063202 64
## - EliteSOS 1 0.0000000064138 64
## - FTRateD 1 0.0000000064190 64
## - threePRateD 1 0.0000000071958 64
## - twoPperD 1 0.0000000072898 64
## - threePRate 1 0.0000000076208 64
## - threePperD 1 0.0000000082572 64
## <none> 0.0000000044331 66
## + threePper 1 0.0000000043892 68
## + twoPper 1 0.0000000043915 68
## + OpAstper 1 0.0000000044078 68
## + adj_d 1 0.0000000044088 68
## + adj_t_rk 1 0.0000000044108 68
## + adj_d_rk 1 0.0000000044155 68
## + Exp 1 0.0000000044159 68
## + Adj.T 1 0.0000000044174 68
## + nc_elite_sos 1 0.0000000044284 68
## + ov_elite_sos 1 0.0000000044319 68## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=64
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + nc_fut_sos +
## ov_fut_sos + eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + RawT + twoPperD + threePperD + Blkper +
## Blkedper + Astper + threePRate + threePRateD + AvgHgt + EffHgt +
## Talent + Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - nc_fut_sos 1 0.0000000045908 62
## - Blkedper 1 0.0000000046258 62
## - Talent 1 0.0000000048547 62
## - Op.Ftper 1 0.0000000048669 62
## - adj_t 1 0.0000000049382 62
## - EffHgt 1 0.0000000049552 62
## - Astper 1 0.0000000049595 62
## - RawT 1 0.0000000051096 62
## - barthag_rk 1 0.0000000052396 62
## - adj_o 1 0.0000000055193 62
## - barthag 1 0.0000000058383 62
## - eFGD. 1 0.0000000058714 62
## - OpORebper 1 0.0000000060835 62
## - PPPDef 1 0.0000000061411 62
## - AvgHgt 1 0.0000000061625 62
## - FTRate 1 0.0000000062171 62
## - wab 1 0.0000000062664 62
## - ov_fut_sos 1 0.0000000063187 62
## - eFG 1 0.0000000064079 62
## - EliteSOS 1 0.0000000064137 62
## - Ftper 1 0.0000000064296 62
## - Orebper 1 0.0000000065509 62
## - TOVperD 1 0.0000000065973 62
## - Blkper 1 0.0000000066354 62
## - PPPOff 1 0.0000000067013 62
## - TOVper 1 0.0000000068762 62
## - FTRateD 1 0.0000000068813 62
## - threePRateD 1 0.0000000072547 62
## - twoPperD 1 0.0000000076265 62
## - threePRate 1 0.0000000079605 62
## - threePperD 1 0.0000000086470 62
## <none> 0.0000000044681 64
## + adj_o_rk 1 0.0000000044331 66
## + threePper 1 0.0000000044376 66
## + adj_d 1 0.0000000044392 66
## + OpAstper 1 0.0000000044457 66
## + twoPper 1 0.0000000044475 66
## + adj_t_rk 1 0.0000000044480 66
## + Exp 1 0.0000000044586 66
## + Adj.T 1 0.0000000044595 66
## + ov_elite_sos 1 0.0000000044642 66
## + nc_elite_sos 1 0.0000000044643 66
## + adj_d_rk 1 0.0000000044662 66## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=62
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + ov_fut_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePperD + Blkper + Blkedper +
## Astper + threePRate + threePRateD + AvgHgt + EffHgt + Talent +
## Ftper + Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkedper 1 0.0000000046639 60
## - Op.Ftper 1 0.0000000048957 60
## - Talent 1 0.0000000049335 60
## - EffHgt 1 0.0000000049782 60
## - adj_t 1 0.0000000049909 60
## - Astper 1 0.0000000050119 60
## - RawT 1 0.0000000051235 60
## - barthag_rk 1 0.0000000052413 60
## - adj_o 1 0.0000000055480 60
## - barthag 1 0.0000000058476 60
## - eFGD. 1 0.0000000060294 60
## - AvgHgt 1 0.0000000061754 60
## - OpORebper 1 0.0000000061859 60
## - FTRate 1 0.0000000062404 60
## - wab 1 0.0000000062679 60
## - PPPDef 1 0.0000000062702 60
## - eFG 1 0.0000000064281 60
## - Ftper 1 0.0000000064855 60
## - EliteSOS 1 0.0000000065071 60
## - Orebper 1 0.0000000065481 60
## - Blkper 1 0.0000000066454 60
## - PPPOff 1 0.0000000067810 60
## - TOVperD 1 0.0000000067879 60
## - TOVper 1 0.0000000068687 60
## - FTRateD 1 0.0000000071216 60
## - threePRateD 1 0.0000000073648 60
## - ov_fut_sos 1 0.0000000075614 60
## - twoPperD 1 0.0000000079571 60
## - threePRate 1 0.0000000080220 60
## - threePperD 1 0.0000000093452 60
## <none> 0.0000000045908 62
## + nc_fut_sos 1 0.0000000044681 64
## + nc_cur_sos 1 0.0000000044681 64
## + nc_elite_sos 1 0.0000000044764 64
## + threePper 1 0.0000000045009 64
## + twoPper 1 0.0000000045347 64
## + adj_d 1 0.0000000045400 64
## + OpAstper 1 0.0000000045482 64
## + adj_t_rk 1 0.0000000045538 64
## + adj_o_rk 1 0.0000000045745 64
## + Adj.T 1 0.0000000045757 64
## + adj_d_rk 1 0.0000000045774 64
## + Exp 1 0.0000000045889 64
## + ov_elite_sos 1 0.0000000045903 64## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=60
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + ov_fut_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePperD + Blkper + Astper +
## threePRate + threePRateD + AvgHgt + EffHgt + Talent + Ftper +
## Op.Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Op.Ftper 1 0.0000000049276 58
## - Talent 1 0.0000000049436 58
## - adj_t 1 0.0000000050658 58
## - EffHgt 1 0.0000000050849 58
## - Astper 1 0.0000000050901 58
## - RawT 1 0.0000000052364 58
## - barthag_rk 1 0.0000000056033 58
## - eFGD. 1 0.0000000060715 58
## - barthag 1 0.0000000061822 58
## - PPPDef 1 0.0000000063806 58
## - OpORebper 1 0.0000000063986 58
## - AvgHgt 1 0.0000000064414 58
## - wab 1 0.0000000065038 58
## - FTRate 1 0.0000000065425 58
## - adj_o 1 0.0000000065669 58
## - Ftper 1 0.0000000067634 58
## - TOVperD 1 0.0000000067875 58
## - EliteSOS 1 0.0000000069217 58
## - Orebper 1 0.0000000075087 58
## - FTRateD 1 0.0000000075294 58
## - eFG 1 0.0000000076885 58
## - PPPOff 1 0.0000000077686 58
## - ov_fut_sos 1 0.0000000078597 58
## - twoPperD 1 0.0000000080031 58
## - threePRateD 1 0.0000000080440 58
## - TOVper 1 0.0000000082909 58
## - Blkper 1 0.0000000083770 58
## - threePRate 1 0.0000000095434 58
## - threePperD 1 0.0000000096473 58
## <none> 0.0000000046639 60
## + Blkedper 1 0.0000000045908 62
## + nc_fut_sos 1 0.0000000046258 62
## + nc_cur_sos 1 0.0000000046258 62
## + nc_elite_sos 1 0.0000000046264 62
## + threePper 1 0.0000000046275 62
## + adj_t_rk 1 0.0000000046316 62
## + OpAstper 1 0.0000000046400 62
## + adj_o_rk 1 0.0000000046472 62
## + twoPper 1 0.0000000046475 62
## + Adj.T 1 0.0000000046489 62
## + Exp 1 0.0000000046514 62
## + adj_d_rk 1 0.0000000046547 62
## + adj_d 1 0.0000000046579 62
## + ov_elite_sos 1 0.0000000046620 62## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=58
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + ov_fut_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePperD + Blkper + Astper +
## threePRate + threePRateD + AvgHgt + EffHgt + Talent + Ftper +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Astper 1 0.0000000051115 56
## - adj_t 1 0.0000000053300 56
## - RawT 1 0.0000000054405 56
## - Talent 1 0.0000000055146 56
## - EffHgt 1 0.0000000055771 56
## - barthag_rk 1 0.0000000056875 56
## - barthag 1 0.0000000062071 56
## - eFGD. 1 0.0000000063285 56
## - FTRate 1 0.0000000066718 56
## - adj_o 1 0.0000000067122 56
## - AvgHgt 1 0.0000000067785 56
## - Ftper 1 0.0000000068007 56
## - PPPDef 1 0.0000000071319 56
## - OpORebper 1 0.0000000073169 56
## - EliteSOS 1 0.0000000075651 56
## - TOVperD 1 0.0000000076026 56
## - Orebper 1 0.0000000076927 56
## - eFG 1 0.0000000078054 56
## - PPPOff 1 0.0000000078107 56
## - twoPperD 1 0.0000000081027 56
## - threePRateD 1 0.0000000081571 56
## - wab 1 0.0000000082179 56
## - TOVper 1 0.0000000083448 56
## - Blkper 1 0.0000000083777 56
## - ov_fut_sos 1 0.0000000086327 56
## - FTRateD 1 0.0000000086823 56
## - threePRate 1 0.0000000095321 56
## - threePperD 1 0.0000000097904 56
## <none> 0.0000000049276 58
## + Op.Ftper 1 0.0000000046639 60
## + nc_elite_sos 1 0.0000000048260 60
## + nc_fut_sos 1 0.0000000048616 60
## + nc_cur_sos 1 0.0000000048616 60
## + OpAstper 1 0.0000000048767 60
## + Adj.T 1 0.0000000048844 60
## + adj_t_rk 1 0.0000000048895 60
## + ov_elite_sos 1 0.0000000048902 60
## + adj_d_rk 1 0.0000000048906 60
## + Exp 1 0.0000000048924 60
## + Blkedper 1 0.0000000048957 60
## + threePper 1 0.0000000048988 60
## + adj_o_rk 1 0.0000000049038 60
## + twoPper 1 0.0000000049209 60
## + adj_d 1 0.0000000049457 60## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=56
## conf_winner ~ barthag + barthag_rk + adj_o + adj_t + wab + ov_fut_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePperD + Blkper + threePRate +
## threePRateD + AvgHgt + EffHgt + Talent + Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_t 1 0.0000000054138 54
## - RawT 1 0.0000000055018 54
## - EffHgt 1 0.0000000056799 54
## - Talent 1 0.0000000058532 54
## - barthag_rk 1 0.0000000062919 54
## - eFGD. 1 0.0000000065300 54
## - adj_o 1 0.0000000067452 54
## - FTRate 1 0.0000000067950 54
## - barthag 1 0.0000000069792 54
## - Ftper 1 0.0000000070385 54
## - PPPDef 1 0.0000000072251 54
## - OpORebper 1 0.0000000073324 54
## - TOVperD 1 0.0000000075799 54
## - Orebper 1 0.0000000077225 54
## - AvgHgt 1 0.0000000077615 54
## - PPPOff 1 0.0000000078402 54
## - eFG 1 0.0000000078734 54
## - EliteSOS 1 0.0000000078909 54
## - twoPperD 1 0.0000000081473 54
## - threePRateD 1 0.0000000081600 54
## - TOVper 1 0.0000000084438 54
## - FTRateD 1 0.0000000086543 54
## - Blkper 1 0.0000000089831 54
## - wab 1 0.0000000092893 54
## - ov_fut_sos 1 0.0000000093675 54
## - threePperD 1 0.0000000100070 54
## - threePRate 1 0.0000000104214 54
## <none> 0.0000000051115 56
## + Astper 1 0.0000000049276 58
## + adj_o_rk 1 0.0000000050347 58
## + nc_elite_sos 1 0.0000000050422 58
## + nc_fut_sos 1 0.0000000050454 58
## + nc_cur_sos 1 0.0000000050454 58
## + ov_elite_sos 1 0.0000000050713 58
## + adj_d 1 0.0000000050786 58
## + adj_t_rk 1 0.0000000050840 58
## + threePper 1 0.0000000050890 58
## + Op.Ftper 1 0.0000000050901 58
## + Adj.T 1 0.0000000050936 58
## + twoPper 1 0.0000000050945 58
## + Exp 1 0.0000000050959 58
## + OpAstper 1 0.0000000050972 58
## + adj_d_rk 1 0.0000000051058 58
## + Blkedper 1 0.0000000051230 58## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=54
## conf_winner ~ barthag + barthag_rk + adj_o + wab + ov_fut_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePperD + Blkper + threePRate +
## threePRateD + AvgHgt + EffHgt + Talent + Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - EffHgt 1 0.0000000058304 52
## - RawT 1 0.0000000060750 52
## - Talent 1 0.0000000060823 52
## - barthag_rk 1 0.0000000063553 52
## - eFGD. 1 0.0000000066657 52
## - adj_o 1 0.0000000068133 52
## - FTRate 1 0.0000000068634 52
## - barthag 1 0.0000000070477 52
## - Ftper 1 0.0000000072445 52
## - PPPDef 1 0.0000000074392 52
## - OpORebper 1 0.0000000074616 52
## - EliteSOS 1 0.0000000078884 52
## - Orebper 1 0.0000000079204 52
## - eFG 1 0.0000000080613 52
## - TOVperD 1 0.0000000081329 52
## - twoPperD 1 0.0000000082031 52
## - threePRateD 1 0.0000000082099 52
## - PPPOff 1 0.0000000082562 52
## - AvgHgt 1 0.0000000082913 52
## - TOVper 1 0.0000000086463 52
## - Blkper 1 0.0000000092913 52
## - wab 1 0.0000000093219 52
## - ov_fut_sos 1 0.0000000096042 52
## - FTRateD 1 0.0000000097511 52
## - threePperD 1 0.0000000101329 52
## - threePRate 1 0.0000000105532 52
## <none> 0.0000000054138 54
## + adj_t 1 0.0000000051115 56
## + adj_o_rk 1 0.0000000051631 56
## + adj_d 1 0.0000000052550 56
## + adj_t_rk 1 0.0000000052885 56
## + Blkedper 1 0.0000000053017 56
## + Astper 1 0.0000000053300 56
## + nc_elite_sos 1 0.0000000053567 56
## + ov_elite_sos 1 0.0000000053587 56
## + Adj.T 1 0.0000000053600 56
## + OpAstper 1 0.0000000053604 56
## + Op.Ftper 1 0.0000000053748 56
## + threePper 1 0.0000000053883 56
## + adj_d_rk 1 0.0000000053908 56
## + nc_fut_sos 1 0.0000000053976 56
## + nc_cur_sos 1 0.0000000053976 56
## + twoPper 1 0.0000000053980 56
## + Exp 1 0.0000000054158 56## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=52
## conf_winner ~ barthag + barthag_rk + adj_o + wab + ov_fut_sos +
## eFG + eFGD. + FTRate + FTRateD + TOVper + TOVperD + Orebper +
## OpORebper + RawT + twoPperD + threePperD + Blkper + threePRate +
## threePRateD + AvgHgt + Talent + Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag_rk 1 0.0000000063798 50
## - RawT 1 0.0000000064861 50
## - Talent 1 0.0000000066217 50
## - eFGD. 1 0.0000000068321 50
## - adj_o 1 0.0000000068749 50
## - FTRate 1 0.0000000070819 50
## - barthag 1 0.0000000071195 50
## - Ftper 1 0.0000000072266 50
## - OpORebper 1 0.0000000075546 50
## - PPPDef 1 0.0000000077388 50
## - Orebper 1 0.0000000079248 50
## - eFG 1 0.0000000080922 50
## - twoPperD 1 0.0000000082247 50
## - PPPOff 1 0.0000000082895 50
## - threePRateD 1 0.0000000083049 50
## - TOVperD 1 0.0000000083198 50
## - TOVper 1 0.0000000086577 50
## - EliteSOS 1 0.0000000086881 50
## - Blkper 1 0.0000000094243 50
## - AvgHgt 1 0.0000000094906 50
## - wab 1 0.0000000096521 50
## - FTRateD 1 0.0000000104283 50
## - threePperD 1 0.0000000105538 50
## - ov_fut_sos 1 0.0000000116081 50
## - threePRate 1 0.0000000118922 50
## <none> 0.0000000058304 52
## + EffHgt 1 0.0000000054138 54
## + adj_t 1 0.0000000056799 54
## + Blkedper 1 0.0000000057104 54
## + nc_elite_sos 1 0.0000000057482 54
## + adj_o_rk 1 0.0000000057766 54
## + threePper 1 0.0000000057783 54
## + twoPper 1 0.0000000057958 54
## + Op.Ftper 1 0.0000000058129 54
## + adj_d_rk 1 0.0000000058169 54
## + Astper 1 0.0000000058173 54
## + adj_t_rk 1 0.0000000058264 54
## + ov_elite_sos 1 0.0000000058277 54
## + OpAstper 1 0.0000000058282 54
## + Exp 1 0.0000000058307 54
## + nc_fut_sos 1 0.0000000058309 54
## + nc_cur_sos 1 0.0000000058309 54
## + adj_d 1 0.0000000058355 54
## + Adj.T 1 0.0000000058434 54## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=50
## conf_winner ~ barthag + adj_o + wab + ov_fut_sos + eFG + eFGD. +
## FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPperD + threePperD + Blkper + threePRate + threePRateD +
## AvgHgt + Talent + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Talent 1 0.0000000067931 48
## - RawT 1 0.0000000068621 48
## - adj_o 1 0.0000000075819 48
## - OpORebper 1 0.0000000076848 48
## - eFGD. 1 0.0000000077265 48
## - PPPDef 1 0.0000000078175 48
## - Ftper 1 0.0000000080138 48
## - TOVperD 1 0.0000000083047 48
## - barthag 1 0.0000000083504 48
## - Orebper 1 0.0000000084691 48
## - PPPOff 1 0.0000000084827 48
## - FTRate 1 0.0000000085027 48
## - eFG 1 0.0000000086293 48
## - threePRateD 1 0.0000000086944 48
## - Blkper 1 0.0000000093904 48
## - AvgHgt 1 0.0000000096514 48
## - TOVper 1 0.0000000098228 48
## - FTRateD 1 0.0000000104145 48
## - twoPperD 1 0.0000000104714 48
## - wab 1 0.0000000114882 48
## - threePRate 1 0.0000000124897 48
## - EliteSOS 1 0.0000000133508 48
## - threePperD 1 0.0000000133532 48
## - ov_fut_sos 1 0.0000000144443 48
## <none> 0.0000000063798 50
## + barthag_rk 1 0.0000000058304 52
## + Astper 1 0.0000000059918 52
## + Blkedper 1 0.0000000060192 52
## + adj_o_rk 1 0.0000000060750 52
## + OpAstper 1 0.0000000062107 52
## + twoPper 1 0.0000000062446 52
## + threePper 1 0.0000000062452 52
## + Adj.T 1 0.0000000062905 52
## + nc_fut_sos 1 0.0000000062906 52
## + nc_cur_sos 1 0.0000000062906 52
## + adj_d 1 0.0000000062982 52
## + Op.Ftper 1 0.0000000063069 52
## + adj_t 1 0.0000000063220 52
## + adj_t_rk 1 0.0000000063319 52
## + adj_d_rk 1 0.0000000063363 52
## + EffHgt 1 0.0000000063553 52
## + nc_elite_sos 1 0.0000000063607 52
## + Exp 1 0.0000000063715 52
## + ov_elite_sos 1 0.0000000063791 52## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=48
## conf_winner ~ barthag + adj_o + wab + ov_fut_sos + eFG + eFGD. +
## FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## RawT + twoPperD + threePperD + Blkper + threePRate + threePRateD +
## AvgHgt + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - RawT 1 0.0000000069487 46
## - adj_o 1 0.0000000079963 46
## - eFGD. 1 0.0000000082508 46
## - Ftper 1 0.0000000084898 46
## - barthag 1 0.0000000087680 46
## - PPPOff 1 0.0000000092602 46
## - Orebper 1 0.0000000093555 46
## - Blkper 1 0.0000000096722 46
## - AvgHgt 1 0.0000000096729 46
## - OpORebper 1 0.0000000096935 46
## - FTRate 1 0.0000000097917 46
## - eFG 1 0.0000000098167 46
## - PPPDef 1 0.0000000102047 46
## - TOVper 1 0.0000000106425 46
## - TOVperD 1 0.0000000110094 46
## - threePRateD 1 0.0000000121192 46
## - twoPperD 1 0.0000000132500 46
## - threePRate 1 0.0000000135331 46
## - FTRateD 1 0.0000000135347 46
## - ov_fut_sos 1 0.0000000145997 46
## - wab 1 0.0000000147651 46
## - EliteSOS 1 0.0000000165828 46
## - threePperD 1 0.0000000197590 46
## <none> 0.0000000067931 48
## + Blkedper 1 0.0000000062315 50
## + Talent 1 0.0000000063798 50
## + adj_o_rk 1 0.0000000064347 50
## + adj_t 1 0.0000000065499 50
## + Astper 1 0.0000000065514 50
## + barthag_rk 1 0.0000000066217 50
## + OpAstper 1 0.0000000066652 50
## + adj_t_rk 1 0.0000000066975 50
## + threePper 1 0.0000000067078 50
## + nc_elite_sos 1 0.0000000067405 50
## + twoPper 1 0.0000000067476 50
## + EffHgt 1 0.0000000067522 50
## + ov_elite_sos 1 0.0000000067530 50
## + Adj.T 1 0.0000000067694 50
## + Exp 1 0.0000000067772 50
## + adj_d 1 0.0000000067822 50
## + Op.Ftper 1 0.0000000067864 50
## + adj_d_rk 1 0.0000000067877 50
## + nc_fut_sos 1 0.0000000068025 50
## + nc_cur_sos 1 0.0000000068025 50## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=46
## conf_winner ~ barthag + adj_o + wab + ov_fut_sos + eFG + eFGD. +
## FTRate + FTRateD + TOVper + TOVperD + Orebper + OpORebper +
## twoPperD + threePperD + Blkper + threePRate + threePRateD +
## AvgHgt + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFGD. 1 0.0000000082893 44
## - adj_o 1 0.0000000085546 44
## - Ftper 1 0.0000000100245 44
## - barthag 1 0.0000000106061 44
## - AvgHgt 1 0.0000000108855 44
## - Orebper 1 0.0000000110722 44
## - Blkper 1 0.0000000112265 44
## - PPPOff 1 0.0000000121375 44
## - FTRate 1 0.0000000122234 44
## - eFG 1 0.0000000122631 44
## - TOVper 1 0.0000000135178 44
## - twoPperD 1 0.0000000135436 44
## - PPPDef 1 0.0000000136229 44
## - ov_fut_sos 1 0.0000000150782 44
## - wab 1 0.0000000152624 44
## - threePRate 1 0.0000000158872 44
## - EliteSOS 1 0.0000000165744 44
## - threePRateD 1 0.0000000171334 44
## - OpORebper 1 0.0000000173508 44
## - FTRateD 1 0.0000000186845 44
## - TOVperD 1 0.0000000188210 44
## - threePperD 1 0.0000000198083 44
## <none> 0.0000000069487 46
## + adj_o_rk 1 0.0000000065153 48
## + Astper 1 0.0000000065973 48
## + barthag_rk 1 0.0000000066499 48
## + OpAstper 1 0.0000000066822 48
## + Blkedper 1 0.0000000067138 48
## + RawT 1 0.0000000067931 48
## + Adj.T 1 0.0000000068071 48
## + adj_t 1 0.0000000068265 48
## + ov_elite_sos 1 0.0000000068511 48
## + EffHgt 1 0.0000000068539 48
## + nc_fut_sos 1 0.0000000068557 48
## + nc_cur_sos 1 0.0000000068557 48
## + Talent 1 0.0000000068621 48
## + adj_t_rk 1 0.0000000068807 48
## + adj_d 1 0.0000000068903 48
## + twoPper 1 0.0000000069248 48
## + threePper 1 0.0000000069295 48
## + Exp 1 0.0000000069382 48
## + nc_elite_sos 1 0.0000000069392 48
## + adj_d_rk 1 0.0000000069448 48
## + Op.Ftper 1 0.0000000069503 48## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=44
## conf_winner ~ barthag + adj_o + wab + ov_fut_sos + eFG + FTRate +
## FTRateD + TOVper + TOVperD + Orebper + OpORebper + twoPperD +
## threePperD + Blkper + threePRate + threePRateD + AvgHgt +
## Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - barthag 1 0.000000010939 42
## - adj_o 1 0.000000010950 42
## - AvgHgt 1 0.000000012270 42
## - Blkper 1 0.000000013869 42
## - FTRate 1 0.000000013917 42
## - Orebper 1 0.000000015488 42
## - eFG 1 0.000000015889 42
## - PPPOff 1 0.000000016164 42
## - Ftper 1 0.000000017279 42
## - ov_fut_sos 1 0.000000018264 42
## - TOVper 1 0.000000019179 42
## - wab 1 0.000000019238 42
## - twoPperD 1 0.000000019596 42
## - OpORebper 1 0.000000025473 42
## - PPPDef 1 0.000000027413 42
## - threePRateD 1 0.000000027684 42
## - EliteSOS 1 0.000000028056 42
## - threePperD 1 0.000000032091 42
## - FTRateD 1 0.000000036787 42
## - TOVperD 1 0.000000041677 42
## - threePRate 1 0.000000044591 42
## <none> 0.000000008289 44
## + eFGD. 1 0.000000006949 46
## + barthag_rk 1 0.000000007262 46
## + Talent 1 0.000000007807 46
## + ov_elite_sos 1 0.000000008044 46
## + EffHgt 1 0.000000008045 46
## + adj_t_rk 1 0.000000008086 46
## + OpAstper 1 0.000000008138 46
## + threePper 1 0.000000008167 46
## + twoPper 1 0.000000008205 46
## + Op.Ftper 1 0.000000008209 46
## + Exp 1 0.000000008224 46
## + Adj.T 1 0.000000008230 46
## + adj_o_rk 1 0.000000008237 46
## + RawT 1 0.000000008251 46
## + adj_t 1 0.000000008253 46
## + Astper 1 0.000000008253 46
## + nc_elite_sos 1 0.000000008259 46
## + adj_d_rk 1 0.000000008273 46
## + Blkedper 1 0.000000008278 46
## + adj_d 1 0.000000008284 46
## + nc_fut_sos 1 0.000000008317 46
## + nc_cur_sos 1 0.000000008317 46## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=42
## conf_winner ~ adj_o + wab + ov_fut_sos + eFG + FTRate + FTRateD +
## TOVper + TOVperD + Orebper + OpORebper + twoPperD + threePperD +
## Blkper + threePRate + threePRateD + AvgHgt + Ftper + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - adj_o 1 0.000000012815 40
## - AvgHgt 1 0.000000013786 40
## - Blkper 1 0.000000016058 40
## - ov_fut_sos 1 0.000000019160 40
## - FTRate 1 0.000000020187 40
## - wab 1 0.000000021786 40
## - twoPperD 1 0.000000025672 40
## - Orebper 1 0.000000028315 40
## - PPPOff 1 0.000000029644 40
## - eFG 1 0.000000029853 40
## - Ftper 1 0.000000030881 40
## - OpORebper 1 0.000000035806 40
## - threePRateD 1 0.000000036506 40
## - TOVper 1 0.000000039308 40
## - threePperD 1 0.000000047980 40
## - FTRateD 1 0.000000048241 40
## - PPPDef 1 0.000000051129 40
## - threePRate 1 0.000000063130 40
## - TOVperD 1 0.000000068573 40
## - EliteSOS 1 0.000000146596 40
## <none> 0.000000010939 42
## + barthag 1 0.000000008289 44
## + barthag_rk 1 0.000000009299 44
## + adj_d_rk 1 0.000000010108 44
## + adj_o_rk 1 0.000000010140 44
## + EffHgt 1 0.000000010424 44
## + Talent 1 0.000000010444 44
## + nc_fut_sos 1 0.000000010521 44
## + nc_cur_sos 1 0.000000010521 44
## + RawT 1 0.000000010568 44
## + Blkedper 1 0.000000010584 44
## + eFGD. 1 0.000000010606 44
## + adj_t 1 0.000000010616 44
## + ov_elite_sos 1 0.000000010656 44
## + Adj.T 1 0.000000010659 44
## + nc_elite_sos 1 0.000000010726 44
## + adj_d 1 0.000000010886 44
## + threePper 1 0.000000010892 44
## + twoPper 1 0.000000010893 44
## + Astper 1 0.000000010907 44
## + Exp 1 0.000000010927 44
## + Op.Ftper 1 0.000000010929 44
## + adj_t_rk 1 0.000000010954 44
## + OpAstper 1 0.000000010978 44## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=40
## conf_winner ~ wab + ov_fut_sos + eFG + FTRate + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + twoPperD + threePperD + Blkper +
## threePRate + threePRateD + AvgHgt + Ftper + PPPOff + PPPDef +
## EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - AvgHgt 1 0.000000015482 38
## - Blkper 1 0.000000018141 38
## - FTRate 1 0.000000023805 38
## - wab 1 0.000000028080 38
## - twoPperD 1 0.000000029392 38
## - eFG 1 0.000000029842 38
## - Orebper 1 0.000000033503 38
## - ov_fut_sos 1 0.000000034137 38
## - threePRateD 1 0.000000036634 38
## - OpORebper 1 0.000000036647 38
## - Ftper 1 0.000000046002 38
## - PPPOff 1 0.000000047206 38
## - FTRateD 1 0.000000050358 38
## - PPPDef 1 0.000000050933 38
## - threePperD 1 0.000000050963 38
## - TOVper 1 0.000000051938 38
## - threePRate 1 0.000000062874 38
## - TOVperD 1 0.000000069462 38
## - EliteSOS 1 0.000000210073 38
## <none> 0.000000012815 40
## + adj_o 1 0.000000010939 42
## + barthag 1 0.000000010950 42
## + adj_d_rk 1 0.000000011203 42
## + eFGD. 1 0.000000011578 42
## + adj_t 1 0.000000011642 42
## + RawT 1 0.000000011781 42
## + Adj.T 1 0.000000011948 42
## + adj_d 1 0.000000012206 42
## + OpAstper 1 0.000000012290 42
## + nc_fut_sos 1 0.000000012296 42
## + nc_cur_sos 1 0.000000012296 42
## + ov_elite_sos 1 0.000000012311 42
## + adj_o_rk 1 0.000000012317 42
## + barthag_rk 1 0.000000012348 42
## + nc_elite_sos 1 0.000000012401 42
## + Blkedper 1 0.000000012439 42
## + Exp 1 0.000000012589 42
## + adj_t_rk 1 0.000000012643 42
## + Astper 1 0.000000012647 42
## + Talent 1 0.000000012647 42
## + EffHgt 1 0.000000012656 42
## + threePper 1 0.000000012786 42
## + twoPper 1 0.000000012796 42
## + Op.Ftper 1 0.000000012806 42## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=38
## conf_winner ~ wab + ov_fut_sos + eFG + FTRate + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + twoPperD + threePperD + Blkper +
## threePRate + threePRateD + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Blkper 1 0.000000021848 36
## - FTRate 1 0.000000024657 36
## - wab 1 0.000000028449 36
## - eFG 1 0.000000034027 36
## - Orebper 1 0.000000036783 36
## - OpORebper 1 0.000000037139 36
## - ov_fut_sos 1 0.000000048193 36
## - Ftper 1 0.000000052072 36
## - twoPperD 1 0.000000052476 36
## - PPPOff 1 0.000000054802 36
## - TOVper 1 0.000000058848 36
## - threePRateD 1 0.000000064982 36
## - PPPDef 1 0.000000066979 36
## - threePperD 1 0.000000068613 36
## - threePRate 1 0.000000089553 36
## - FTRateD 1 0.000000159940 36
## - TOVperD 1 0.000000172861 36
## - EliteSOS 1 0.000000311032 36
## <none> 0.000000015482 38
## + AvgHgt 1 0.000000012815 40
## + EffHgt 1 0.000000013169 40
## + Blkedper 1 0.000000013181 40
## + eFGD. 1 0.000000013395 40
## + ov_elite_sos 1 0.000000013580 40
## + adj_o 1 0.000000013786 40
## + Op.Ftper 1 0.000000014333 40
## + twoPper 1 0.000000014347 40
## + threePper 1 0.000000014489 40
## + Astper 1 0.000000014556 40
## + Exp 1 0.000000014572 40
## + barthag 1 0.000000014643 40
## + Talent 1 0.000000014722 40
## + adj_o_rk 1 0.000000014746 40
## + nc_fut_sos 1 0.000000014833 40
## + nc_cur_sos 1 0.000000014833 40
## + Adj.T 1 0.000000015055 40
## + RawT 1 0.000000015183 40
## + nc_elite_sos 1 0.000000015242 40
## + adj_t_rk 1 0.000000015260 40
## + barthag_rk 1 0.000000015281 40
## + adj_t 1 0.000000015313 40
## + adj_d 1 0.000000015313 40
## + OpAstper 1 0.000000015316 40
## + adj_d_rk 1 0.000000015573 40## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=36
## conf_winner ~ wab + ov_fut_sos + eFG + FTRate + FTRateD + TOVper +
## TOVperD + Orebper + OpORebper + twoPperD + threePperD + threePRate +
## threePRateD + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - FTRate 1 0.00000002849 34
## - eFG 1 0.00000003501 34
## - Orebper 1 0.00000003824 34
## - OpORebper 1 0.00000004137 34
## - wab 1 0.00000004436 34
## - Ftper 1 0.00000005484 34
## - PPPOff 1 0.00000005495 34
## - ov_fut_sos 1 0.00000005749 34
## - twoPperD 1 0.00000005847 34
## - TOVper 1 0.00000005924 34
## - threePRateD 1 0.00000006533 34
## - PPPDef 1 0.00000006958 34
## - threePperD 1 0.00000007667 34
## - threePRate 1 0.00000010990 34
## - TOVperD 1 0.00000016742 34
## - FTRateD 1 0.00000046264 34
## - EliteSOS 1 0.00000125779 34
## <none> 0.00000002185 36
## + Blkper 1 0.00000001548 38
## + Blkedper 1 0.00000001563 38
## + EffHgt 1 0.00000001735 38
## + eFGD. 1 0.00000001740 38
## + threePper 1 0.00000001743 38
## + adj_o 1 0.00000001802 38
## + AvgHgt 1 0.00000001814 38
## + Exp 1 0.00000001863 38
## + twoPper 1 0.00000001900 38
## + Op.Ftper 1 0.00000001901 38
## + adj_o_rk 1 0.00000001919 38
## + nc_fut_sos 1 0.00000001958 38
## + nc_cur_sos 1 0.00000001958 38
## + Astper 1 0.00000001986 38
## + ov_elite_sos 1 0.00000002067 38
## + barthag 1 0.00000002067 38
## + nc_elite_sos 1 0.00000002092 38
## + barthag_rk 1 0.00000002124 38
## + adj_d_rk 1 0.00000002142 38
## + adj_d 1 0.00000002167 38
## + adj_t 1 0.00000002172 38
## + OpAstper 1 0.00000002175 38
## + Adj.T 1 0.00000002183 38
## + RawT 1 0.00000002184 38
## + Talent 1 0.00000002185 38
## + adj_t_rk 1 0.00000002186 38## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=34
## conf_winner ~ wab + ov_fut_sos + eFG + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + twoPperD + threePperD + threePRate +
## threePRateD + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - eFG 1 0.00000003728 32
## - OpORebper 1 0.00000004207 32
## - Orebper 1 0.00000004308 32
## - wab 1 0.00000004551 32
## - Ftper 1 0.00000005524 32
## - twoPperD 1 0.00000006521 32
## - threePRateD 1 0.00000006557 32
## - PPPOff 1 0.00000006702 32
## - PPPDef 1 0.00000007640 32
## - TOVper 1 0.00000007748 32
## - threePperD 1 0.00000009244 32
## - threePRate 1 0.00000010838 32
## - ov_fut_sos 1 0.00000013104 32
## - TOVperD 1 0.00000020950 32
## - FTRateD 1 0.00000046300 32
## - EliteSOS 1 0.00000190384 32
## <none> 0.00000002849 34
## + Exp 1 0.00000002181 36
## + FTRate 1 0.00000002185 36
## + Blkedper 1 0.00000002212 36
## + Astper 1 0.00000002253 36
## + barthag 1 0.00000002300 36
## + nc_fut_sos 1 0.00000002316 36
## + nc_cur_sos 1 0.00000002316 36
## + adj_o_rk 1 0.00000002350 36
## + nc_elite_sos 1 0.00000002377 36
## + Blkper 1 0.00000002466 36
## + ov_elite_sos 1 0.00000002506 36
## + eFGD. 1 0.00000002535 36
## + Op.Ftper 1 0.00000002545 36
## + adj_t_rk 1 0.00000002549 36
## + adj_d 1 0.00000002632 36
## + adj_o 1 0.00000002651 36
## + adj_d_rk 1 0.00000002715 36
## + Talent 1 0.00000002716 36
## + threePper 1 0.00000002744 36
## + barthag_rk 1 0.00000002777 36
## + twoPper 1 0.00000002801 36
## + AvgHgt 1 0.00000002802 36
## + OpAstper 1 0.00000002809 36
## + RawT 1 0.00000002817 36
## + Adj.T 1 0.00000002840 36
## + adj_t 1 0.00000002843 36
## + EffHgt 1 0.00000002906 36## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=32
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD +
## Orebper + OpORebper + twoPperD + threePperD + threePRate +
## threePRateD + Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - OpORebper 1 0.000 30.000
## - Orebper 1 0.000 30.000
## - Ftper 1 0.000 30.000
## - twoPperD 1 0.000 30.000
## - PPPDef 1 0.000 30.000
## - wab 1 0.000 30.000
## - threePperD 1 0.000 30.000
## - TOVper 1 0.000 30.000
## - threePRateD 1 0.000 30.000
## - ov_fut_sos 1 0.000 30.000
## - threePRate 1 0.000 30.000
## - TOVperD 1 0.000 30.000
## - FTRateD 1 0.000 30.000
## - EliteSOS 1 0.000 30.000
## <none> 0.000 32.000
## + Blkedper 1 0.000 34.000
## + eFG 1 0.000 34.000
## + Astper 1 0.000 34.000
## + EffHgt 1 0.000 34.000
## + barthag 1 0.000 34.000
## + eFGD. 1 0.000 34.000
## + adj_o_rk 1 0.000 34.000
## + Talent 1 0.000 34.000
## + FTRate 1 0.000 34.000
## + threePper 1 0.000 34.000
## + adj_o 1 0.000 34.000
## + AvgHgt 1 0.000 34.000
## + ov_elite_sos 1 0.000 34.000
## + Exp 1 0.000 34.000
## + Blkper 1 0.000 34.000
## + Op.Ftper 1 0.000 34.000
## + adj_d 1 0.000 34.000
## + twoPper 1 0.000 34.000
## + barthag_rk 1 0.000 34.000
## + adj_d_rk 1 0.000 34.000
## + adj_t_rk 1 0.000 34.000
## + OpAstper 1 0.000 34.000
## + RawT 1 0.000 34.000
## + Adj.T 1 0.000 34.000
## + nc_fut_sos 1 0.000 34.000
## + nc_cur_sos 1 0.000 34.000
## + adj_t 1 0.000 34.000
## + nc_elite_sos 1 0.000 34.000
## - PPPOff 1 14.034 44.034## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=30
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD +
## Orebper + twoPperD + threePperD + threePRate + threePRateD +
## Ftper + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Ftper 1 0.000 28.000
## - Orebper 1 0.000 28.000
## - twoPperD 1 0.000 28.000
## - threePRateD 1 0.000 28.000
## - PPPDef 1 0.000 28.000
## - wab 1 0.000 28.000
## - threePRate 1 0.000 28.000
## - TOVper 1 0.000 28.000
## - ov_fut_sos 1 0.000 28.000
## - threePperD 1 0.000 28.000
## <none> 0.000 30.000
## + barthag 1 0.000 32.000
## + adj_o_rk 1 0.000 32.000
## + OpORebper 1 0.000 32.000
## + adj_d 1 0.000 32.000
## + Op.Ftper 1 0.000 32.000
## + eFGD. 1 0.000 32.000
## + Blkper 1 0.000 32.000
## + FTRate 1 0.000 32.000
## + adj_t_rk 1 0.000 32.000
## + nc_fut_sos 1 0.000 32.000
## + nc_cur_sos 1 0.000 32.000
## + adj_d_rk 1 0.000 32.000
## + threePper 1 0.000 32.000
## + adj_o 1 0.000 32.000
## + barthag_rk 1 0.000 32.000
## + Blkedper 1 0.000 32.000
## + twoPper 1 0.000 32.000
## + EffHgt 1 0.000 32.000
## + OpAstper 1 0.000 32.000
## + ov_elite_sos 1 0.000 32.000
## + Talent 1 0.000 32.000
## + Exp 1 0.000 32.000
## + AvgHgt 1 0.000 32.000
## + nc_elite_sos 1 0.000 32.000
## + eFG 1 0.000 32.000
## + Adj.T 1 0.000 32.000
## + RawT 1 0.000 32.000
## + adj_t 1 0.000 32.000
## + Astper 1 0.000 32.000
## - PPPOff 1 16.602 44.602
## - FTRateD 1 19.402 47.402
## - EliteSOS 1 22.042 50.042
## - TOVperD 1 29.385 57.385## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=28
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD +
## Orebper + twoPperD + threePperD + threePRate + threePRateD +
## PPPOff + PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - Orebper 1 0.0000 26.000
## - threePRateD 1 0.0000 26.000
## - wab 1 0.0000 26.000
## - TOVper 1 0.0000 26.000
## - threePRate 1 0.0000 26.000
## - ov_fut_sos 1 0.0000 26.000
## - twoPperD 1 0.0000 26.000
## - PPPDef 1 0.0001 26.000
## <none> 0.0000 28.000
## + barthag 1 0.0000 30.000
## + Ftper 1 0.0000 30.000
## + eFGD. 1 0.0000 30.000
## + barthag_rk 1 0.0000 30.000
## + Op.Ftper 1 0.0000 30.000
## + Blkedper 1 0.0000 30.000
## + EffHgt 1 0.0000 30.000
## + adj_t 1 0.0000 30.000
## + OpORebper 1 0.0000 30.000
## + Exp 1 0.0000 30.000
## + Adj.T 1 0.0000 30.000
## + eFG 1 0.0000 30.000
## + RawT 1 0.0000 30.000
## + Talent 1 0.0000 30.000
## + adj_d_rk 1 0.0000 30.000
## + adj_o_rk 1 0.0000 30.000
## + nc_fut_sos 1 0.0000 30.000
## + nc_cur_sos 1 0.0000 30.000
## + adj_t_rk 1 0.0000 30.000
## + ov_elite_sos 1 0.0000 30.000
## + OpAstper 1 0.0000 30.000
## + FTRate 1 0.0000 30.000
## + adj_o 1 0.0000 30.000
## + twoPper 1 0.0000 30.000
## + nc_elite_sos 1 0.0000 30.000
## + Astper 1 0.0000 30.000
## + adj_d 1 0.0000 30.000
## + Blkper 1 0.0000 30.000
## + threePper 1 0.0000 30.000
## + AvgHgt 1 0.0000 30.000
## - threePperD 1 16.1824 42.182
## - PPPOff 1 16.6117 42.612
## - FTRateD 1 19.9127 45.913
## - EliteSOS 1 22.7917 48.792
## - TOVperD 1 30.3286 56.329## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=26
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD +
## twoPperD + threePperD + threePRate + threePRateD + PPPOff +
## PPPDef + EliteSOS## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## - threePRateD 1 0.000 24.000
## - wab 1 0.000 24.000
## - TOVper 1 0.000 24.000
## - threePRate 1 0.000 24.000
## - twoPperD 1 0.000 24.000
## <none> 0.000 26.000
## + barthag 1 0.000 28.000
## + Op.Ftper 1 0.000 28.000
## + eFGD. 1 0.000 28.000
## + OpORebper 1 0.000 28.000
## + adj_t 1 0.000 28.000
## + Adj.T 1 0.000 28.000
## + Orebper 1 0.000 28.000
## + RawT 1 0.000 28.000
## + eFG 1 0.000 28.000
## + EffHgt 1 0.000 28.000
## + twoPper 1 0.000 28.000
## + FTRate 1 0.000 28.000
## + adj_t_rk 1 0.000 28.000
## + barthag_rk 1 0.000 28.000
## + Ftper 1 0.000 28.000
## + threePper 1 0.000 28.000
## + adj_o_rk 1 0.000 28.000
## + Blkedper 1 0.000 28.000
## + OpAstper 1 0.000 28.000
## + Exp 1 0.000 28.000
## + Talent 1 0.000 28.000
## + adj_d_rk 1 0.000 28.000
## + ov_elite_sos 1 0.000 28.000
## + adj_o 1 0.000 28.000
## + Blkper 1 0.000 28.000
## + nc_fut_sos 1 0.000 28.000
## + nc_cur_sos 1 0.000 28.000
## + nc_elite_sos 1 0.000 28.000
## + adj_d 1 0.000 28.000
## + AvgHgt 1 0.000 28.000
## + Astper 1 0.000 28.000
## - PPPDef 1 15.198 39.198
## - threePperD 1 16.469 40.469
## - PPPOff 1 16.763 40.763
## - ov_fut_sos 1 17.735 41.735
## - FTRateD 1 20.598 44.598
## - EliteSOS 1 29.431 53.431
## - TOVperD 1 30.596 54.595## Warning: glm.fit: algorithm did not converge
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred##
## Step: AIC=24
## conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper + TOVperD +
## twoPperD + threePperD + threePRate + PPPOff + PPPDef + EliteSOS## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred
## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Warning: glm.fit: algorithm did not converge## Warning: glm.fit: fitted probabilities numerically 0 or 1 occurred## Df Deviance AIC
## <none> 0.000 24.000
## + EffHgt 1 0.000 26.000
## + threePRateD 1 0.000 26.000
## + Blkedper 1 0.000 26.000
## + adj_d_rk 1 0.000 26.000
## + eFGD. 1 0.000 26.000
## + barthag 1 0.000 26.000
## + Adj.T 1 0.000 26.000
## + adj_t 1 0.000 26.000
## + RawT 1 0.000 26.000
## + FTRate 1 0.000 26.000
## + adj_o_rk 1 0.000 26.000
## + adj_d 1 0.000 26.000
## + nc_fut_sos 1 0.000 26.000
## + nc_cur_sos 1 0.000 26.000
## + Blkper 1 0.000 26.000
## + Astper 1 0.000 26.000
## + Orebper 1 0.000 26.000
## + Op.Ftper 1 0.000 26.000
## + adj_o 1 0.000 26.000
## + threePper 1 0.000 26.000
## + Exp 1 0.000 26.000
## + OpAstper 1 0.000 26.000
## + Ftper 1 0.000 26.000
## + nc_elite_sos 1 0.000 26.000
## + Talent 1 0.000 26.000
## + twoPper 1 0.000 26.000
## + AvgHgt 1 0.000 26.000
## + OpORebper 1 0.000 26.000
## + barthag_rk 1 0.000 26.000
## + adj_t_rk 1 0.000 26.000
## + ov_elite_sos 1 0.000 26.000
## + eFG 1 0.000 26.000
## - twoPperD 1 16.148 38.148
## - wab 1 16.518 38.518
## - PPPDef 1 18.691 40.691
## - PPPOff 1 19.808 41.808
## - threePRate 1 20.260 42.260
## - FTRateD 1 20.619 42.619
## - threePperD 1 21.565 43.565
## - TOVper 1 21.974 43.974
## - ov_fut_sos 1 22.931 44.931
## - EliteSOS 1 30.914 52.914
## - TOVperD 1 31.107 53.107summary(PAC.lm.stepwise)##
## Call:
## glm(formula = conf_winner ~ wab + ov_fut_sos + FTRateD + TOVper +
## TOVperD + twoPperD + threePperD + threePRate + PPPOff + PPPDef +
## EliteSOS, family = "binomial", data = PAC_train.df, na.action = na.exclude)
##
## Coefficients:
## Estimate Std. Error z value Pr(>|z|)
## (Intercept) -9996.28 1352350.91 -0.007 0.994
## wab 37.93 5671.58 0.007 0.995
## ov_fut_sos 4826.74 689992.84 0.007 0.994
## FTRateD -18.75 3248.29 -0.006 0.995
## TOVper 82.59 9228.95 0.009 0.993
## TOVperD 117.17 22067.95 0.005 0.996
## twoPperD -72.38 10396.55 -0.007 0.994
## threePperD -70.29 8466.98 -0.008 0.993
## threePRate -11.89 1397.60 -0.009 0.993
## PPPOff 3895.48 591898.77 0.007 0.995
## PPPDef 6901.40 1059148.25 0.007 0.995
## EliteSOS -59.65 6797.51 -0.009 0.993
##
## (Dispersion parameter for binomial family taken to be 1)
##
## Null deviance: 78.19135559118 on 146 degrees of freedom
## Residual deviance: 0.00000021969 on 135 degrees of freedom
## AIC: 24
##
## Number of Fisher Scoring iterations: 25#accuracy
PAC.lm.step.pred <- predict(PAC.lm.stepwise, PAC_valid.df, na.action = na.pass)
accuracy(PAC.lm.step.pred, PAC_valid.df$conf_winner)## ME RMSE MAE MPE MAPE
## Test set 570.9831 724.9022 593.2767 NaN Inf